Linear Regression with Regularization

Clearing and closing the figures
Loading data set and visualizing it
Creating training and testing datasets for the learning algorithm
Learning Curves (lambda = 0)
Learning Curves (lambda = 1)
Learning Curves (lambda = 2)
Learning Curves (lambda = 3)
Validation Curve
Training Linear Regression with Regularization (lambda = 0)
Training accuracy of our algorithm using linear regression
Cross Validation Accuracy of our algorithm
Testing our learnt algorithm using linear regression
Training Linear Regression with Regularization (lambda = 1)
Training accuracy of our algorithm using linear regression
Cross Validation Accuracy of our algorithm
Testing our learnt algorithm using linear regression
Training Linear Regression with Regularization (lambda = 2)
Training accuracy of our algorithm using linear regression
Cross Validation Accuracy of our algorithm
Testing our learnt algorithm using linear regression
Training Linear Regression with Regularization (lambda = 2.5)
Training accuracy of our algorithm using linear regression
Cross Validation Accuracy of our algorithm
Testing our learnt algorithm using linear regression

Clearing and closing the figures

close all;
clc;
clear all;

Loading data set and visualizing it

fprintf('Loading dataset...\n\n');
load('comp.mat');
X = comp(:,1:7);
y = comp(:,8);

[X, mu, sigma] = normalize(X);
% adding intercept term
X = [ones(size(X,1),1) X];

Loading dataset...

Creating training and testing datasets for the learning algorithm

% Training data
Xtrain = X(1:160,:); % disp(size(Xtrain));
ytrain = y(1:160,:); % disp(size(ytrain));

% Cross validation data
Xval = X(161:190,:); % disp(size(xval));
yval = y(161:190,:); % disp(size(yval));

% Testing Data
Xtest = X(191:end,:); % disp(size(Xtest));
ytest = y(191:end,:); % disp(size(ytest));
m = length(ytrain);

Learning Curves (lambda = 0)

lambda = 0;
[error_train, error_val] = ...
    learningCurve(Xtrain, ytrain, ...
                  Xval, yval, ...
                  lambda);

              figure;
plot(1:m, error_train, 1:m, error_val);
title('Learning curve for linear regression')
legend('Train', 'Cross Validation')
xlabel('Number of training examples')
ylabel('Error')
fprintf('Program paused. Press enter to continue.\n');
pause;

Iteration     1 | Cost: 2.524355e-25Iteration     3 | Cost: 4.038968e-28
Iteration     1 | Cost: 1.237768e+04Iteration     2 | Cost: 2.736089e+03Iteration     3 | Cost: 1.626485e+02Iteration     4 | Cost: 8.976108e-01Iteration     5 | Cost: 5.072746e-01Iteration     6 | Cost: 6.607795e-02Iteration     7 | Cost: 2.315284e-03Iteration     8 | Cost: 2.498760e-06Iteration     9 | Cost: 0.000000e+00
Iteration     1 | Cost: 1.334890e+04Iteration     2 | Cost: 1.434344e+03Iteration     3 | Cost: 5.280468e+02Iteration     4 | Cost: 2.786508e+01Iteration     5 | Cost: 1.641114e+01Iteration     6 | Cost: 6.984784e+00Iteration     7 | Cost: 6.937273e+00Iteration     8 | Cost: 6.630989e+00Iteration     9 | Cost: 6.534822e+00Iteration    10 | Cost: 5.900534e+00Iteration    11 | Cost: 3.175873e+00Iteration    12 | Cost: 2.536160e+00Iteration    13 | Cost: 2.304030e+00Iteration    14 | Cost: 2.281594e+00Iteration    15 | Cost: 2.248913e+00Iteration    16 | Cost: 2.215993e+00Iteration    17 | Cost: 2.203956e+00Iteration    18 | Cost: 2.202942e+00Iteration    19 | Cost: 2.177410e+00Iteration    20 | Cost: 2.126160e+00Iteration    21 | Cost: 2.052443e+00Iteration    22 | Cost: 1.853172e+00Iteration    23 | Cost: 1.654718e+00Iteration    24 | Cost: 6.931698e-01Iteration    25 | Cost: 1.398942e-01Iteration    26 | Cost: 4.771938e-02Iteration    27 | Cost: 2.793428e-02Iteration    28 | Cost: 2.739234e-02Iteration    29 | Cost: 2.716061e-02Iteration    30 | Cost: 2.689353e-02Iteration    31 | Cost: 2.399277e-02Iteration    32 | Cost: 1.612048e-02Iteration    33 | Cost: 7.229123e-04Iteration    34 | Cost: 2.697023e-04Iteration    35 | Cost: 4.629544e-05Iteration    36 | Cost: 4.594509e-05Iteration    37 | Cost: 4.501603e-05Iteration    38 | Cost: 9.073907e-06Iteration    39 | Cost: 8.713452e-06Iteration    40 | Cost: 8.329228e-06Iteration    41 | Cost: 7.446502e-06Iteration    42 | Cost: 6.663296e-07Iteration    43 | Cost: 5.972011e-08Iteration    44 | Cost: 1.499911e-08Iteration    45 | Cost: 9.990680e-11Iteration    46 | Cost: 4.149837e-11Iteration    47 | Cost: 4.137290e-11Iteration    48 | Cost: 4.063772e-11Iteration    49 | Cost: 3.824352e-11Iteration    50 | Cost: 3.762785e-11Iteration    51 | Cost: 3.022654e-11Iteration    52 | Cost: 2.216809e-11Iteration    53 | Cost: 1.571186e-11Iteration    54 | Cost: 1.473059e-11Iteration    55 | Cost: 1.331990e-11Iteration    56 | Cost: 9.176674e-12Iteration    57 | Cost: 6.859001e-12Iteration    58 | Cost: 6.726417e-12Iteration    59 | Cost: 6.159600e-12Iteration    60 | Cost: 5.745174e-12Iteration    61 | Cost: 5.663369e-12Iteration    62 | Cost: 5.551157e-12Iteration    63 | Cost: 5.245557e-12Iteration    64 | Cost: 4.174934e-12Iteration    65 | Cost: 3.816271e-12Iteration    66 | Cost: 3.481047e-12Iteration    67 | Cost: 3.294752e-12Iteration    68 | Cost: 3.050198e-12Iteration    69 | Cost: 3.043315e-12Iteration    70 | Cost: 2.975537e-12Iteration    71 | Cost: 2.887661e-12Iteration    72 | Cost: 2.482354e-12Iteration    73 | Cost: 2.243282e-12Iteration    74 | Cost: 1.678484e-12Iteration    75 | Cost: 1.049059e-12Iteration    76 | Cost: 9.757526e-13Iteration    77 | Cost: 9.409066e-13Iteration    78 | Cost: 3.571549e-15Iteration    79 | Cost: 7.626544e-16Iteration    80 | Cost: 1.275921e-19Iteration    81 | Cost: 1.269660e-19Iteration    82 | Cost: 1.249044e-19Iteration    83 | Cost: 6.605919e-20Iteration    84 | Cost: 4.088989e-20Iteration    85 | Cost: 8.062219e-21Iteration    86 | Cost: 3.699342e-21Iteration    87 | Cost: 3.246179e-21Iteration    88 | Cost: 3.236061e-21Iteration    89 | Cost: 2.410812e-21Iteration    90 | Cost: 4.444014e-22Iteration    91 | Cost: 1.369614e-23Iteration    92 | Cost: 3.511344e-24Iteration    93 | Cost: 3.054806e-24Iteration    94 | Cost: 2.818796e-24Iteration    95 | Cost: 2.515335e-24Iteration    96 | Cost: 1.687885e-24Iteration    97 | Cost: 1.557561e-24Iteration    98 | Cost: 1.526595e-24Iteration    99 | Cost: 1.386174e-24Iteration   100 | Cost: 7.941957e-25Iteration   101 | Cost: 2.207969e-25Iteration   102 | Cost: 1.988518e-25Iteration   103 | Cost: 1.945436e-25Iteration   104 | Cost: 1.470184e-25Iteration   105 | Cost: 4.914078e-26Iteration   106 | Cost: 4.671739e-26Iteration   107 | Cost: 4.564034e-26
Iteration     1 | Cost: 6.219458e+03Iteration     2 | Cost: 1.434848e+01Iteration     3 | Cost: 2.212752e+00Iteration     4 | Cost: 3.268877e-02Iteration     5 | Cost: 7.200576e-03Iteration     6 | Cost: 1.760295e-04Iteration     7 | Cost: 1.717841e-04Iteration     8 | Cost: 1.567663e-04Iteration     9 | Cost: 6.613105e-05Iteration    10 | Cost: 2.945640e-05Iteration    11 | Cost: 1.777038e-06Iteration    12 | Cost: 7.360590e-07Iteration    13 | Cost: 5.119056e-07Iteration    14 | Cost: 8.520808e-24Iteration    15 | Cost: 3.430093e-25Iteration    16 | Cost: 2.019484e-28Iteration    17 | Cost: 1.009742e-28
Iteration     1 | Cost: 4.493253e+03Iteration     2 | Cost: 4.272338e+01Iteration     3 | Cost: 1.051569e+01Iteration     4 | Cost: 1.436854e-18Iteration     5 | Cost: 2.428360e-20Iteration     6 | Cost: 2.504160e-27Iteration     7 | Cost: 1.615587e-27Iteration     9 | Cost: 2.423381e-28
Iteration     1 | Cost: 3.199566e+03Iteration     2 | Cost: 4.063122e+01Iteration     3 | Cost: 1.690254e+01Iteration     4 | Cost: 8.669150e+00Iteration     5 | Cost: 2.190411e-02Iteration     6 | Cost: 2.185169e-02Iteration     7 | Cost: 1.180353e-02Iteration     8 | Cost: 1.126790e-02Iteration     9 | Cost: 7.058109e-03Iteration    10 | Cost: 2.838265e-03Iteration    11 | Cost: 2.481250e-03Iteration    12 | Cost: 7.664507e-04Iteration    13 | Cost: 3.333520e-04Iteration    14 | Cost: 2.800352e-04Iteration    15 | Cost: 1.384224e-04Iteration    16 | Cost: 1.265727e-04Iteration    17 | Cost: 1.251621e-04Iteration    18 | Cost: 1.234205e-04Iteration    19 | Cost: 1.092565e-04Iteration    20 | Cost: 9.876113e-05Iteration    21 | Cost: 9.774048e-05Iteration    22 | Cost: 9.514484e-05Iteration    23 | Cost: 9.184122e-05Iteration    24 | Cost: 8.021406e-05Iteration    25 | Cost: 7.052803e-05Iteration    26 | Cost: 6.128315e-05Iteration    27 | Cost: 5.591122e-05Iteration    28 | Cost: 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Iteration     1 | Cost: 1.816004e+03Iteration     2 | Cost: 4.081690e+02Iteration     3 | Cost: 1.617988e+02Iteration     4 | Cost: 1.934948e+01Iteration     5 | Cost: 1.509605e+01Iteration     6 | Cost: 1.489748e+01Iteration     7 | Cost: 1.464102e+01Iteration     8 | Cost: 1.397596e+01Iteration     9 | Cost: 1.346326e+01Iteration    10 | Cost: 1.330066e+01Iteration    11 | Cost: 1.311338e+01Iteration    12 | Cost: 1.262793e+01Iteration    13 | Cost: 1.219807e+01Iteration    14 | Cost: 1.200489e+01Iteration    15 | Cost: 1.119292e+01Iteration    16 | Cost: 1.107654e+01Iteration    17 | Cost: 1.098791e+01Iteration    18 | Cost: 1.047168e+01Iteration    19 | Cost: 1.000264e+01Iteration    20 | Cost: 9.961263e+00Iteration    21 | Cost: 9.906150e+00Iteration    22 | Cost: 9.618921e+00Iteration    23 | Cost: 9.199180e+00Iteration    24 | Cost: 9.008297e+00Iteration    25 | Cost: 8.908453e+00Iteration    26 | Cost: 8.132791e+00Iteration    27 | Cost: 7.996832e+00Iteration    28 | Cost: 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| Cost: 5.802727e+02Iteration    57 | Cost: 5.789747e+02Iteration    58 | Cost: 5.788293e+02Iteration    59 | Cost: 5.786927e+02Iteration    60 | Cost: 5.786524e+02Iteration    61 | Cost: 5.781537e+02Iteration    62 | Cost: 5.780454e+02Iteration    63 | Cost: 5.779544e+02Iteration    64 | Cost: 5.775908e+02Iteration    65 | Cost: 5.768774e+02Iteration    66 | Cost: 5.764698e+02Iteration    67 | Cost: 5.756229e+02Iteration    68 | Cost: 5.753765e+02Iteration    69 | Cost: 5.748425e+02Iteration    70 | Cost: 5.743214e+02Iteration    71 | Cost: 5.723115e+02Iteration    72 | Cost: 5.715488e+02Iteration    73 | Cost: 5.706112e+02Iteration    74 | Cost: 5.702516e+02Iteration    75 | Cost: 5.700650e+02Iteration    76 | Cost: 5.699616e+02Iteration    77 | Cost: 5.696453e+02Iteration    78 | Cost: 5.695261e+02Iteration    79 | Cost: 5.692442e+02Iteration    80 | Cost: 5.692028e+02Iteration    81 | Cost: 5.691757e+02Iteration    82 | Cost: 5.691655e+02Iteration    83 | Cost: 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| Cost: 6.471045e+02Iteration    57 | Cost: 6.469889e+02Iteration    58 | Cost: 6.469291e+02Iteration    59 | Cost: 6.468414e+02Iteration    60 | Cost: 6.468254e+02Iteration    61 | Cost: 6.467846e+02Iteration    62 | Cost: 6.467363e+02Iteration    63 | Cost: 6.465685e+02Iteration    64 | Cost: 6.465370e+02Iteration    65 | Cost: 6.465181e+02Iteration    66 | Cost: 6.464986e+02Iteration    67 | Cost: 6.464241e+02Iteration    68 | Cost: 6.464132e+02Iteration    69 | Cost: 6.463034e+02Iteration    70 | Cost: 6.462842e+02Iteration    71 | Cost: 6.462323e+02Iteration    72 | Cost: 6.461869e+02Iteration    73 | Cost: 6.461399e+02Iteration    74 | Cost: 6.461210e+02Iteration    75 | Cost: 6.460998e+02Iteration    76 | Cost: 6.460877e+02Iteration    77 | Cost: 6.460803e+02Iteration    78 | Cost: 6.460709e+02Iteration    79 | Cost: 6.460624e+02Iteration    80 | Cost: 6.460596e+02Iteration    81 | Cost: 6.460497e+02Iteration    82 | Cost: 6.460253e+02Iteration    83 | Cost: 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Iteration     1 | Cost: 8.700080e+03Iteration     2 | Cost: 3.082752e+03Iteration     3 | Cost: 2.031948e+03Iteration     4 | Cost: 1.183653e+03Iteration     5 | Cost: 1.146270e+03Iteration     6 | Cost: 8.665533e+02Iteration     7 | Cost: 8.042240e+02Iteration     8 | Cost: 7.107747e+02Iteration     9 | Cost: 6.914035e+02Iteration    10 | Cost: 6.329243e+02Iteration    11 | Cost: 6.079254e+02Iteration    12 | Cost: 5.545686e+02Iteration    13 | Cost: 5.256883e+02Iteration    14 | Cost: 4.978298e+02Iteration    15 | Cost: 4.927046e+02Iteration    16 | Cost: 4.891336e+02Iteration    17 | Cost: 4.881822e+02Iteration    18 | Cost: 4.861287e+02Iteration    19 | Cost: 4.833197e+02Iteration    20 | Cost: 4.813719e+02Iteration    21 | Cost: 4.790883e+02Iteration    22 | Cost: 4.734537e+02Iteration    23 | Cost: 4.722940e+02Iteration    24 | Cost: 4.681810e+02Iteration    25 | Cost: 4.679701e+02Iteration    26 | Cost: 4.671293e+02Iteration    27 | Cost: 4.667135e+02Iteration    28 | Cost: 4.657711e+02Iteration    29 | Cost: 4.653343e+02Iteration    30 | Cost: 4.643780e+02Iteration    31 | Cost: 4.640578e+02Iteration    32 | Cost: 4.629006e+02Iteration    33 | Cost: 4.626091e+02Iteration    34 | Cost: 4.622561e+02Iteration    35 | Cost: 4.622055e+02Iteration    36 | Cost: 4.621334e+02Iteration    37 | Cost: 4.611014e+02Iteration    38 | Cost: 4.607190e+02Iteration    39 | Cost: 4.602274e+02Iteration    40 | Cost: 4.602172e+02Iteration    41 | Cost: 4.601863e+02Iteration    42 | Cost: 4.601760e+02Iteration    43 | Cost: 4.601481e+02Iteration    44 | Cost: 4.601464e+02Iteration    45 | Cost: 4.601444e+02Iteration    46 | Cost: 4.601375e+02Iteration    47 | Cost: 4.601303e+02Iteration    48 | Cost: 4.601284e+02Iteration    49 | Cost: 4.601262e+02Iteration    50 | Cost: 4.601235e+02Iteration    51 | Cost: 4.601232e+02Iteration    52 | Cost: 4.601215e+02Iteration    53 | Cost: 4.601212e+02Iteration    54 | Cost: 4.601196e+02Iteration    55 | Cost: 4.601184e+02Iteration    56 | Cost: 4.601182e+02Iteration    57 | Cost: 4.601170e+02Iteration    58 | Cost: 4.601167e+02Iteration    59 | Cost: 4.601161e+02Iteration    60 | Cost: 4.601158e+02Iteration    61 | Cost: 4.601158e+02Iteration    62 | Cost: 4.601158e+02Iteration    63 | Cost: 4.601157e+02Iteration    64 | Cost: 4.601156e+02Iteration    65 | Cost: 4.601156e+02Iteration    66 | Cost: 4.601156e+02Iteration    67 | Cost: 4.601156e+02Iteration    68 | Cost: 4.601156e+02Iteration    69 | Cost: 4.601156e+02Iteration    70 | Cost: 4.601156e+02Iteration    71 | Cost: 4.601156e+02Iteration    72 | Cost: 4.601156e+02Iteration    73 | Cost: 4.601156e+02Iteration    74 | Cost: 4.601156e+02Iteration    75 | Cost: 4.601156e+02Iteration    76 | Cost: 4.601156e+02Iteration    77 | Cost: 4.601156e+02Iteration    78 | Cost: 4.601155e+02Iteration    79 | Cost: 4.601155e+02Iteration    80 | Cost: 4.601155e+02Iteration    81 | Cost: 4.601155e+02Iteration    82 | Cost: 4.601155e+02Iteration    83 | Cost: 4.601155e+02Iteration    84 | Cost: 4.601155e+02Iteration    85 | Cost: 4.601155e+02Iteration    86 | Cost: 4.601155e+02Iteration    87 | Cost: 4.601155e+02Iteration    88 | Cost: 4.601155e+02Iteration    89 | Cost: 4.601155e+02Iteration    90 | Cost: 4.601155e+02Iteration    91 | Cost: 4.601155e+02Iteration    92 | Cost: 4.601155e+02Iteration    93 | Cost: 4.601155e+02Iteration    94 | Cost: 4.601155e+02Iteration    95 | Cost: 4.601155e+02Iteration    96 | Cost: 4.601155e+02Iteration    97 | Cost: 4.601155e+02Iteration    98 | Cost: 4.601155e+02Iteration    99 | Cost: 4.601155e+02Iteration   100 | Cost: 4.601155e+02Iteration   101 | Cost: 4.601155e+02Iteration   102 | Cost: 4.601155e+02Iteration   103 | Cost: 4.601155e+02Iteration   104 | Cost: 4.601155e+02Iteration   105 | Cost: 4.601155e+02Iteration   106 | Cost: 4.601155e+02Iteration   107 | Cost: 4.601155e+02Iteration   108 | Cost: 4.601155e+02Iteration   109 | Cost: 4.601155e+02Iteration   110 | Cost: 4.601155e+02Iteration   111 | Cost: 4.601155e+02Iteration   112 | Cost: 4.601155e+02Iteration   113 | Cost: 4.601155e+02Iteration   114 | Cost: 4.601155e+02Iteration   115 | Cost: 4.601155e+02Iteration   116 | Cost: 4.601155e+02Iteration   117 | Cost: 4.601155e+02Iteration   118 | Cost: 4.601155e+02Iteration   119 | Cost: 4.601155e+02Iteration   120 | Cost: 4.601155e+02Iteration   121 | Cost: 4.601155e+02Iteration   122 | Cost: 4.601155e+02Iteration   123 | Cost: 4.601155e+02Iteration   124 | Cost: 4.601155e+02Iteration   125 | Cost: 4.601155e+02Iteration   126 | Cost: 4.601155e+02Iteration   127 | Cost: 4.601155e+02Iteration   128 | Cost: 4.601155e+02Iteration   129 | Cost: 4.601155e+02Iteration   130 | Cost: 4.601155e+02Iteration   131 | Cost: 4.601155e+02Iteration   132 | Cost: 4.601155e+02Iteration   133 | Cost: 4.601155e+02Iteration   134 | Cost: 4.601155e+02Iteration   135 | Cost: 4.601155e+02Iteration   136 | Cost: 4.601155e+02
Iteration     1 | Cost: 7.947624e+03Iteration     2 | Cost: 2.934654e+03Iteration     3 | Cost: 2.019974e+03Iteration     4 | Cost: 1.098640e+03Iteration     5 | Cost: 8.452397e+02Iteration     6 | Cost: 5.516133e+02Iteration     7 | Cost: 5.438152e+02Iteration     8 | Cost: 5.138365e+02Iteration     9 | Cost: 4.949691e+02Iteration    10 | Cost: 4.899402e+02Iteration    11 | Cost: 4.824576e+02Iteration    12 | Cost: 4.798226e+02Iteration    13 | Cost: 4.766600e+02Iteration    14 | Cost: 4.682533e+02Iteration    15 | Cost: 4.643924e+02Iteration    16 | Cost: 4.589832e+02Iteration    17 | Cost: 4.587553e+02Iteration    18 | Cost: 4.582057e+02Iteration    19 | Cost: 4.580295e+02Iteration    20 | Cost: 4.523651e+02Iteration    21 | Cost: 4.503431e+02Iteration    22 | Cost: 4.490002e+02Iteration    23 | Cost: 4.485716e+02Iteration    24 | Cost: 4.457227e+02Iteration    25 | Cost: 4.455909e+02Iteration    26 | Cost: 4.455785e+02Iteration    27 | Cost: 4.455517e+02Iteration    28 | Cost: 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Iteration     1 | Cost: 7.237385e+03Iteration     2 | Cost: 2.702707e+03Iteration     3 | Cost: 1.924908e+03Iteration     4 | Cost: 1.075580e+03Iteration     5 | Cost: 9.743107e+02Iteration     6 | Cost: 8.681776e+02Iteration     7 | Cost: 6.136854e+02Iteration     8 | Cost: 5.872211e+02Iteration     9 | Cost: 5.323461e+02Iteration    10 | Cost: 5.246870e+02Iteration    11 | Cost: 5.145228e+02Iteration    12 | Cost: 5.138472e+02Iteration    13 | Cost: 5.119025e+02Iteration    14 | Cost: 5.108537e+02Iteration    15 | Cost: 5.107443e+02Iteration    16 | Cost: 5.100218e+02Iteration    17 | Cost: 5.089943e+02Iteration    18 | Cost: 5.088976e+02Iteration    19 | Cost: 5.086037e+02Iteration    20 | Cost: 5.084284e+02Iteration    21 | Cost: 5.083637e+02Iteration    22 | Cost: 5.083448e+02Iteration    23 | Cost: 5.082992e+02Iteration    24 | Cost: 5.082787e+02Iteration    25 | Cost: 5.082618e+02Iteration    26 | Cost: 5.082334e+02Iteration    27 | Cost: 5.081606e+02Iteration    28 | Cost: 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| Cost: 5.080402e+02Iteration    57 | Cost: 5.080398e+02Iteration    58 | Cost: 5.080386e+02Iteration    59 | Cost: 5.080381e+02Iteration    60 | Cost: 5.080364e+02Iteration    61 | Cost: 5.080360e+02Iteration    62 | Cost: 5.080357e+02Iteration    63 | Cost: 5.080356e+02Iteration    64 | Cost: 5.080355e+02Iteration    65 | Cost: 5.080354e+02Iteration    66 | Cost: 5.080354e+02Iteration    67 | Cost: 5.080353e+02Iteration    68 | Cost: 5.080352e+02Iteration    69 | Cost: 5.080351e+02Iteration    70 | Cost: 5.080351e+02Iteration    71 | Cost: 5.080351e+02Iteration    72 | Cost: 5.080350e+02Iteration    73 | Cost: 5.080350e+02Iteration    74 | Cost: 5.080350e+02Iteration    75 | Cost: 5.080350e+02Iteration    76 | Cost: 5.080350e+02Iteration    77 | Cost: 5.080350e+02Iteration    78 | Cost: 5.080350e+02Iteration    79 | Cost: 5.080350e+02Iteration    80 | Cost: 5.080350e+02Iteration    81 | Cost: 5.080350e+02Iteration    82 | Cost: 5.080350e+02Iteration    83 | Cost: 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| Cost: 5.080350e+02Iteration   112 | Cost: 5.080350e+02Iteration   113 | Cost: 5.080350e+02Iteration   114 | Cost: 5.080350e+02Iteration   115 | Cost: 5.080350e+02Iteration   116 | Cost: 5.080350e+02Iteration   117 | Cost: 5.080350e+02Iteration   118 | Cost: 5.080350e+02Iteration   119 | Cost: 5.080350e+02Iteration   120 | Cost: 5.080350e+02Iteration   121 | Cost: 5.080350e+02Iteration   122 | Cost: 5.080350e+02Iteration   123 | Cost: 5.080350e+02Iteration   124 | Cost: 5.080350e+02Iteration   125 | Cost: 5.080350e+02Iteration   126 | Cost: 5.080350e+02Iteration   127 | Cost: 5.080350e+02Iteration   128 | Cost: 5.080350e+02Iteration   129 | Cost: 5.080350e+02Iteration   130 | Cost: 5.080350e+02Iteration   131 | Cost: 5.080350e+02Iteration   132 | Cost: 5.080350e+02Iteration   133 | Cost: 5.080350e+02Iteration   134 | Cost: 5.080350e+02Iteration   135 | Cost: 5.080350e+02Iteration   136 | Cost: 5.080350e+02Iteration   138 | Cost: 5.080350e+02Iteration   139 | Cost: 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Iteration     1 | Cost: 4.091993e+03Iteration     2 | Cost: 1.006401e+03Iteration     3 | Cost: 8.210366e+02Iteration     4 | Cost: 7.012658e+02Iteration     5 | Cost: 6.638219e+02Iteration     6 | Cost: 6.509645e+02Iteration     7 | Cost: 6.489675e+02Iteration     8 | Cost: 6.400143e+02Iteration     9 | Cost: 6.397212e+02Iteration    10 | Cost: 6.387850e+02Iteration    11 | Cost: 6.377938e+02Iteration    12 | Cost: 6.365678e+02Iteration    13 | Cost: 6.361681e+02Iteration    14 | Cost: 6.357706e+02Iteration    15 | Cost: 6.353717e+02Iteration    16 | Cost: 6.350779e+02Iteration    17 | Cost: 6.348283e+02Iteration    18 | Cost: 6.345928e+02Iteration    19 | Cost: 6.344366e+02Iteration    20 | Cost: 6.344080e+02Iteration    21 | Cost: 6.343896e+02Iteration    22 | Cost: 6.343836e+02Iteration    23 | Cost: 6.343662e+02Iteration    24 | Cost: 6.343549e+02Iteration    25 | Cost: 6.343422e+02Iteration    26 | Cost: 6.343377e+02Iteration    27 | Cost: 6.343245e+02Iteration    28 | Cost: 6.343233e+02Iteration    29 | Cost: 6.343224e+02Iteration    30 | Cost: 6.343221e+02Iteration    31 | Cost: 6.343217e+02Iteration    32 | Cost: 6.343214e+02Iteration    33 | Cost: 6.343213e+02Iteration    34 | Cost: 6.343210e+02Iteration    35 | Cost: 6.343208e+02Iteration    36 | Cost: 6.343207e+02Iteration    37 | Cost: 6.343207e+02Iteration    38 | Cost: 6.343207e+02Iteration    39 | Cost: 6.343207e+02Iteration    40 | Cost: 6.343207e+02Iteration    41 | Cost: 6.343207e+02Iteration    42 | Cost: 6.343207e+02Iteration    43 | Cost: 6.343207e+02Iteration    44 | Cost: 6.343207e+02Iteration    45 | Cost: 6.343207e+02Iteration    46 | Cost: 6.343207e+02Iteration    47 | Cost: 6.343207e+02Iteration    48 | Cost: 6.343207e+02Iteration    49 | Cost: 6.343207e+02Iteration    50 | Cost: 6.343207e+02Iteration    51 | Cost: 6.343207e+02Iteration    52 | Cost: 6.343207e+02Iteration    53 | Cost: 6.343207e+02Iteration    54 | Cost: 6.343207e+02Iteration    55 | Cost: 6.343207e+02Iteration    56 | Cost: 6.343207e+02Iteration    57 | Cost: 6.343207e+02Iteration    58 | Cost: 6.343207e+02Iteration    59 | Cost: 6.343207e+02Iteration    60 | Cost: 6.343207e+02
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Iteration     1 | Cost: 3.294988e+03Iteration     2 | Cost: 5.018746e+02Iteration     3 | Cost: 4.832502e+02Iteration     4 | Cost: 4.414980e+02Iteration     5 | Cost: 4.263335e+02Iteration     6 | Cost: 4.257010e+02Iteration     7 | Cost: 4.255257e+02Iteration     8 | Cost: 4.254615e+02Iteration     9 | Cost: 4.254615e+02Iteration    10 | Cost: 4.254615e+02
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Iteration     1 | Cost: 3.502477e+03Iteration     2 | Cost: 6.204975e+02Iteration     3 | Cost: 5.500424e+02Iteration     4 | Cost: 5.346395e+02Iteration     5 | Cost: 5.195587e+02Iteration     6 | Cost: 5.136116e+02Iteration     7 | Cost: 5.065355e+02Iteration     8 | Cost: 5.052262e+02Iteration     9 | Cost: 5.046316e+02Iteration    10 | Cost: 5.037766e+02Iteration    11 | Cost: 5.033886e+02Iteration    12 | Cost: 5.032284e+02Iteration    13 | Cost: 5.025117e+02Iteration    14 | Cost: 5.024113e+02Iteration    15 | Cost: 5.022868e+02Iteration    16 | Cost: 5.021371e+02Iteration    17 | Cost: 5.020729e+02Iteration    18 | Cost: 5.019178e+02Iteration    19 | Cost: 5.017519e+02Iteration    20 | Cost: 5.017085e+02Iteration    21 | Cost: 5.017063e+02Iteration    22 | Cost: 5.017037e+02Iteration    23 | Cost: 5.017018e+02Iteration    24 | Cost: 5.017006e+02Iteration    25 | Cost: 5.016982e+02Iteration    26 | Cost: 5.016974e+02Iteration    27 | Cost: 5.016964e+02Iteration    28 | Cost: 5.016961e+02Iteration    29 | Cost: 5.016959e+02Iteration    30 | Cost: 5.016959e+02Iteration    31 | Cost: 5.016958e+02Iteration    32 | Cost: 5.016958e+02Iteration    33 | Cost: 5.016958e+02Iteration    34 | Cost: 5.016957e+02Iteration    35 | Cost: 5.016957e+02Iteration    36 | Cost: 5.016957e+02Iteration    37 | Cost: 5.016957e+02Iteration    38 | Cost: 5.016957e+02Iteration    39 | Cost: 5.016957e+02Iteration    40 | Cost: 5.016957e+02Iteration    41 | Cost: 5.016957e+02Iteration    42 | Cost: 5.016957e+02Iteration    43 | Cost: 5.016957e+02Iteration    44 | Cost: 5.016957e+02Iteration    45 | Cost: 5.016957e+02Iteration    46 | Cost: 5.016957e+02Iteration    47 | Cost: 5.016957e+02Iteration    48 | Cost: 5.016957e+02Iteration    49 | Cost: 5.016957e+02Iteration    50 | Cost: 5.016957e+02Iteration    51 | Cost: 5.016957e+02Iteration    52 | Cost: 5.016957e+02Iteration    53 | Cost: 5.016957e+02Iteration    54 | Cost: 5.016957e+02Iteration    55 | Cost: 5.016957e+02Iteration    56 | Cost: 5.016957e+02Iteration    57 | Cost: 5.016957e+02Iteration    58 | Cost: 5.016957e+02Iteration    59 | Cost: 5.016957e+02Iteration    60 | Cost: 5.016957e+02Iteration    61 | Cost: 5.016957e+02Iteration    62 | Cost: 5.016957e+02Iteration    63 | Cost: 5.016957e+02Iteration    64 | Cost: 5.016957e+02Iteration    65 | Cost: 5.016957e+02Iteration    66 | Cost: 5.016957e+02
Iteration     1 | Cost: 3.492985e+03Iteration     2 | Cost: 6.083408e+02Iteration     3 | Cost: 5.495564e+02Iteration     4 | Cost: 5.348139e+02Iteration     5 | Cost: 5.202524e+02Iteration     6 | Cost: 5.159847e+02Iteration     7 | Cost: 5.068046e+02Iteration     8 | Cost: 5.041519e+02Iteration     9 | Cost: 5.035124e+02Iteration    10 | Cost: 5.027000e+02Iteration    11 | Cost: 5.025377e+02Iteration    12 | Cost: 5.024351e+02Iteration    13 | Cost: 5.023234e+02Iteration    14 | Cost: 5.022749e+02Iteration    15 | Cost: 5.022398e+02Iteration    16 | Cost: 5.022324e+02Iteration    17 | Cost: 5.022083e+02Iteration    18 | Cost: 5.022043e+02Iteration    19 | Cost: 5.021954e+02Iteration    20 | Cost: 5.021933e+02Iteration    21 | Cost: 5.021919e+02Iteration    22 | Cost: 5.021900e+02Iteration    23 | Cost: 5.021897e+02Iteration    24 | Cost: 5.021888e+02Iteration    25 | Cost: 5.021885e+02Iteration    26 | Cost: 5.021882e+02Iteration    27 | Cost: 5.021881e+02Iteration    28 | Cost: 5.021879e+02Iteration    29 | Cost: 5.021873e+02Iteration    30 | Cost: 5.021873e+02Iteration    31 | Cost: 5.021872e+02Iteration    32 | Cost: 5.021872e+02Iteration    33 | Cost: 5.021872e+02Iteration    34 | Cost: 5.021872e+02Iteration    35 | Cost: 5.021872e+02Iteration    36 | Cost: 5.021872e+02Iteration    37 | Cost: 5.021872e+02Iteration    38 | Cost: 5.021872e+02Iteration    39 | Cost: 5.021872e+02Iteration    40 | Cost: 5.021872e+02Iteration    41 | Cost: 5.021872e+02Iteration    42 | Cost: 5.021872e+02Iteration    43 | Cost: 5.021872e+02Iteration    44 | Cost: 5.021872e+02Iteration    45 | Cost: 5.021872e+02Iteration    46 | Cost: 5.021872e+02Iteration    47 | Cost: 5.021872e+02Iteration    48 | Cost: 5.021872e+02Iteration    49 | Cost: 5.021872e+02Iteration    50 | Cost: 5.021872e+02Iteration    51 | Cost: 5.021872e+02Iteration    52 | Cost: 5.021872e+02Iteration    53 | Cost: 5.021872e+02Iteration    54 | Cost: 5.021872e+02Iteration    55 | Cost: 5.021872e+02Iteration    56 | Cost: 5.021872e+02Iteration    57 | Cost: 5.021872e+02Iteration    58 | Cost: 5.021872e+02Iteration    59 | Cost: 5.021872e+02Iteration    60 | Cost: 5.021872e+02Iteration    61 | Cost: 5.021872e+02Iteration    62 | Cost: 5.021872e+02Iteration    63 | Cost: 5.021872e+02Iteration    64 | Cost: 5.021872e+02Iteration    65 | Cost: 5.021872e+02Iteration    66 | Cost: 5.021872e+02Iteration    67 | Cost: 5.021872e+02Iteration    68 | Cost: 5.021872e+02Iteration    69 | Cost: 5.021872e+02Iteration    70 | Cost: 5.021872e+02Iteration    71 | Cost: 5.021872e+02Iteration    72 | Cost: 5.021872e+02Iteration    73 | Cost: 5.021872e+02Iteration    74 | Cost: 5.021872e+02Iteration    75 | Cost: 5.021872e+02
Iteration     1 | Cost: 3.482671e+03Iteration     2 | Cost: 5.965520e+02Iteration     3 | Cost: 5.485873e+02Iteration     4 | Cost: 5.344205e+02Iteration     5 | Cost: 5.203964e+02Iteration     6 | Cost: 5.169278e+02Iteration     7 | Cost: 5.068200e+02Iteration     8 | Cost: 5.040790e+02Iteration     9 | Cost: 5.034723e+02Iteration    10 | Cost: 5.026359e+02Iteration    11 | Cost: 5.025349e+02Iteration    12 | Cost: 5.023970e+02Iteration    13 | Cost: 5.022669e+02Iteration    14 | Cost: 5.021744e+02Iteration    15 | Cost: 5.021413e+02Iteration    16 | Cost: 5.021231e+02Iteration    17 | Cost: 5.020997e+02Iteration    18 | Cost: 5.020904e+02Iteration    19 | Cost: 5.020840e+02Iteration    20 | Cost: 5.020750e+02Iteration    21 | Cost: 5.020684e+02Iteration    22 | Cost: 5.020662e+02Iteration    23 | Cost: 5.020637e+02Iteration    24 | Cost: 5.020627e+02Iteration    25 | Cost: 5.020621e+02Iteration    26 | Cost: 5.020619e+02Iteration    27 | Cost: 5.020613e+02Iteration    28 | Cost: 5.020612e+02Iteration    29 | Cost: 5.020612e+02Iteration    30 | Cost: 5.020612e+02Iteration    31 | Cost: 5.020612e+02Iteration    32 | Cost: 5.020611e+02Iteration    33 | Cost: 5.020611e+02Iteration    34 | Cost: 5.020611e+02Iteration    35 | Cost: 5.020611e+02Iteration    36 | Cost: 5.020611e+02Iteration    37 | Cost: 5.020611e+02Iteration    38 | Cost: 5.020611e+02Iteration    39 | Cost: 5.020611e+02Iteration    40 | Cost: 5.020611e+02Iteration    41 | Cost: 5.020611e+02Iteration    42 | Cost: 5.020611e+02Iteration    43 | Cost: 5.020611e+02Iteration    44 | Cost: 5.020611e+02Iteration    45 | Cost: 5.020611e+02Iteration    46 | Cost: 5.020611e+02Iteration    47 | Cost: 5.020611e+02Iteration    48 | Cost: 5.020611e+02Iteration    49 | Cost: 5.020611e+02Iteration    50 | Cost: 5.020611e+02Iteration    51 | Cost: 5.020611e+02Iteration    52 | Cost: 5.020611e+02Iteration    53 | Cost: 5.020611e+02Iteration    54 | Cost: 5.020611e+02Iteration    55 | Cost: 5.020611e+02Iteration    56 | Cost: 5.020611e+02Iteration    57 | Cost: 5.020611e+02Iteration    58 | Cost: 5.020611e+02Iteration    59 | Cost: 5.020611e+02Iteration    60 | Cost: 5.020611e+02Iteration    61 | Cost: 5.020611e+02Iteration    62 | Cost: 5.020611e+02Iteration    63 | Cost: 5.020611e+02Iteration    64 | Cost: 5.020611e+02Iteration    66 | Cost: 5.020611e+02Iteration    68 | Cost: 5.020611e+02
Iteration     1 | Cost: 3.471433e+03Iteration     2 | Cost: 5.853103e+02Iteration     3 | Cost: 5.471040e+02Iteration     4 | Cost: 5.334098e+02Iteration     5 | Cost: 5.199742e+02Iteration     6 | Cost: 5.168386e+02Iteration     7 | Cost: 5.064086e+02Iteration     8 | Cost: 5.035253e+02Iteration     9 | Cost: 5.025192e+02Iteration    10 | Cost: 5.018641e+02Iteration    11 | Cost: 5.014808e+02Iteration    12 | Cost: 5.014520e+02Iteration    13 | Cost: 5.014327e+02Iteration    14 | Cost: 5.014064e+02Iteration    15 | Cost: 5.013769e+02Iteration    16 | Cost: 5.013625e+02Iteration    17 | Cost: 5.013535e+02Iteration    18 | Cost: 5.013532e+02Iteration    19 | Cost: 5.013501e+02Iteration    20 | Cost: 5.013486e+02Iteration    21 | Cost: 5.013478e+02Iteration    22 | Cost: 5.013445e+02Iteration    23 | Cost: 5.013442e+02Iteration    24 | Cost: 5.013439e+02Iteration    25 | Cost: 5.013438e+02Iteration    26 | Cost: 5.013436e+02Iteration    27 | Cost: 5.013430e+02Iteration    28 | Cost: 5.013429e+02Iteration    29 | Cost: 5.013428e+02Iteration    30 | Cost: 5.013428e+02Iteration    31 | Cost: 5.013428e+02Iteration    32 | Cost: 5.013428e+02Iteration    33 | Cost: 5.013428e+02Iteration    34 | Cost: 5.013428e+02Iteration    35 | Cost: 5.013428e+02Iteration    36 | Cost: 5.013428e+02Iteration    37 | Cost: 5.013427e+02Iteration    38 | Cost: 5.013427e+02Iteration    39 | Cost: 5.013427e+02Iteration    40 | Cost: 5.013427e+02Iteration    41 | Cost: 5.013427e+02Iteration    42 | Cost: 5.013427e+02Iteration    43 | Cost: 5.013427e+02Iteration    44 | Cost: 5.013427e+02Iteration    45 | Cost: 5.013427e+02Iteration    46 | Cost: 5.013427e+02Iteration    47 | Cost: 5.013427e+02Iteration    48 | Cost: 5.013427e+02Iteration    49 | Cost: 5.013427e+02Iteration    50 | Cost: 5.013427e+02Iteration    51 | Cost: 5.013427e+02Iteration    52 | Cost: 5.013427e+02Iteration    53 | Cost: 5.013427e+02Iteration    54 | Cost: 5.013427e+02Iteration    55 | Cost: 5.013427e+02Iteration    56 | Cost: 5.013427e+02Iteration    57 | Cost: 5.013427e+02Iteration    58 | Cost: 5.013427e+02Iteration    59 | Cost: 5.013427e+02Iteration    60 | Cost: 5.013427e+02Iteration    61 | Cost: 5.013427e+02Iteration    62 | Cost: 5.013427e+02Iteration    63 | Cost: 5.013427e+02Iteration    64 | Cost: 5.013427e+02Iteration    65 | Cost: 5.013427e+02Iteration    66 | Cost: 5.013427e+02Iteration    67 | Cost: 5.013427e+02
Program paused. Press enter to continue.

Learning Curves (lambda = 1)

% Learning curves help us tackle bias-variance problem. If the training and
% cross validation error converge to an acceptable error level then its
% alright. The following learning curve will help us find the training and
% cross validation performance with different number of training examples

lambda = 1;
[error_train, error_val] = ...
    learningCurve(Xtrain, ytrain, ...
                  Xval, yval, ...
                  lambda);

figure;
plot(1:m, error_train, 1:m, error_val);
title('Learning curve for linear regression (lambda = 1)');
legend('Train', 'Cross Validation');
xlabel('Number of training examples');
ylabel('Error');

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Iteration     1 | Cost: 1.345587e+04Iteration     2 | Cost: 2.051355e+03Iteration     3 | Cost: 1.467057e+03Iteration     4 | Cost: 1.159396e+03Iteration     5 | Cost: 8.051891e+02Iteration     6 | Cost: 3.402570e+02Iteration     7 | Cost: 3.336248e+02Iteration     8 | Cost: 2.855628e+02Iteration     9 | Cost: 2.672489e+02Iteration    10 | Cost: 1.976013e+02Iteration    11 | Cost: 1.687060e+02Iteration    12 | Cost: 1.041802e+02Iteration    13 | Cost: 2.583298e+01Iteration    14 | Cost: 2.360213e+01Iteration    15 | Cost: 2.028045e+01Iteration    16 | Cost: 1.892936e+01Iteration    17 | Cost: 1.823021e+01Iteration    18 | Cost: 1.716751e+01Iteration    19 | Cost: 1.139795e+01Iteration    20 | Cost: 1.139689e+01Iteration    21 | Cost: 1.120817e+01Iteration    22 | Cost: 1.108674e+01Iteration    23 | Cost: 1.056773e+01Iteration    24 | Cost: 1.023478e+01Iteration    25 | Cost: 1.004473e+01Iteration    26 | Cost: 9.459470e+00Iteration    27 | Cost: 9.334781e+00Iteration    28 | Cost: 9.233909e+00Iteration    29 | Cost: 9.093914e+00Iteration    30 | Cost: 9.049774e+00Iteration    31 | Cost: 8.984834e+00Iteration    32 | Cost: 8.895613e+00Iteration    33 | Cost: 8.788326e+00Iteration    34 | Cost: 8.708725e+00Iteration    35 | Cost: 8.703065e+00Iteration    36 | Cost: 8.682265e+00Iteration    37 | Cost: 8.681124e+00Iteration    38 | Cost: 8.680779e+00Iteration    39 | Cost: 8.677056e+00Iteration    40 | Cost: 8.676229e+00Iteration    41 | Cost: 8.675325e+00Iteration    42 | Cost: 8.674424e+00Iteration    43 | Cost: 8.674375e+00Iteration    44 | Cost: 8.674375e+00Iteration    45 | Cost: 8.674361e+00Iteration    46 | Cost: 8.674354e+00Iteration    47 | Cost: 8.674350e+00Iteration    48 | Cost: 8.674334e+00Iteration    49 | Cost: 8.674311e+00Iteration    50 | Cost: 8.674291e+00Iteration    51 | Cost: 8.674226e+00Iteration    52 | Cost: 8.674186e+00Iteration    53 | Cost: 8.674184e+00Iteration    54 | Cost: 8.674184e+00Iteration    55 | Cost: 8.674184e+00Iteration    56 | Cost: 8.674184e+00Iteration    57 | Cost: 8.674184e+00Iteration    58 | Cost: 8.674184e+00Iteration    59 | Cost: 8.674183e+00Iteration    60 | Cost: 8.674183e+00Iteration    61 | Cost: 8.674183e+00Iteration    62 | Cost: 8.674183e+00Iteration    63 | Cost: 8.674183e+00Iteration    64 | Cost: 8.674183e+00Iteration    65 | Cost: 8.674183e+00Iteration    66 | Cost: 8.674183e+00Iteration    67 | Cost: 8.674183e+00Iteration    68 | Cost: 8.674183e+00Iteration    69 | Cost: 8.674183e+00Iteration    70 | Cost: 8.674183e+00Iteration    71 | Cost: 8.674183e+00Iteration    72 | Cost: 8.674183e+00Iteration    73 | Cost: 8.674183e+00Iteration    74 | Cost: 8.674183e+00Iteration    75 | Cost: 8.674183e+00Iteration    76 | Cost: 8.674183e+00Iteration    77 | Cost: 8.674183e+00Iteration    78 | Cost: 8.674183e+00Iteration    79 | Cost: 8.674183e+00Iteration    80 | Cost: 8.674183e+00Iteration    81 | Cost: 8.674183e+00Iteration    82 | Cost: 8.674183e+00Iteration    83 | Cost: 8.674183e+00Iteration    84 | Cost: 8.674183e+00Iteration    85 | Cost: 8.674183e+00Iteration    86 | Cost: 8.674183e+00Iteration    87 | Cost: 8.674183e+00Iteration    88 | Cost: 8.674183e+00Iteration    89 | Cost: 8.674183e+00Iteration    90 | Cost: 8.674183e+00Iteration    91 | Cost: 8.674183e+00Iteration    92 | Cost: 8.674183e+00Iteration    93 | Cost: 8.674183e+00Iteration    94 | Cost: 8.674183e+00Iteration    95 | Cost: 8.674183e+00Iteration    96 | Cost: 8.674183e+00Iteration    97 | Cost: 8.674183e+00Iteration    98 | Cost: 8.674183e+00Iteration    99 | Cost: 8.674183e+00Iteration   100 | Cost: 8.674183e+00Iteration   101 | Cost: 8.674183e+00Iteration   102 | Cost: 8.674183e+00Iteration   103 | Cost: 8.674183e+00Iteration   104 | Cost: 8.674183e+00Iteration   105 | Cost: 8.674183e+00Iteration   106 | Cost: 8.674183e+00Iteration   107 | Cost: 8.674183e+00Iteration   108 | Cost: 8.674183e+00Iteration   110 | Cost: 8.674183e+00Iteration   111 | Cost: 8.674183e+00
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Iteration     1 | Cost: 3.923248e+03Iteration     2 | Cost: 1.427105e+03Iteration     3 | Cost: 1.336872e+03Iteration     4 | Cost: 1.206406e+03Iteration     5 | Cost: 1.075926e+03Iteration     6 | Cost: 1.045145e+03Iteration     7 | Cost: 9.390873e+02Iteration     8 | Cost: 9.201767e+02Iteration     9 | Cost: 8.918344e+02Iteration    10 | Cost: 8.901402e+02Iteration    11 | Cost: 8.745491e+02Iteration    12 | Cost: 8.700044e+02Iteration    13 | Cost: 8.638598e+02Iteration    14 | Cost: 8.636287e+02Iteration    15 | Cost: 8.634800e+02Iteration    16 | Cost: 8.632652e+02Iteration    17 | Cost: 8.631759e+02Iteration    18 | Cost: 8.628687e+02Iteration    19 | Cost: 8.627473e+02Iteration    20 | Cost: 8.626713e+02Iteration    21 | Cost: 8.626630e+02Iteration    22 | Cost: 8.626527e+02Iteration    23 | Cost: 8.626482e+02Iteration    24 | Cost: 8.626454e+02Iteration    25 | Cost: 8.626446e+02Iteration    26 | Cost: 8.626422e+02Iteration    27 | Cost: 8.626392e+02Iteration    28 | Cost: 8.626389e+02Iteration    29 | Cost: 8.626386e+02Iteration    30 | Cost: 8.626383e+02Iteration    31 | Cost: 8.626381e+02Iteration    32 | Cost: 8.626379e+02Iteration    33 | Cost: 8.626379e+02Iteration    34 | Cost: 8.626378e+02Iteration    35 | Cost: 8.626377e+02Iteration    36 | Cost: 8.626376e+02Iteration    37 | Cost: 8.626376e+02Iteration    38 | Cost: 8.626376e+02Iteration    39 | Cost: 8.626376e+02Iteration    40 | Cost: 8.626376e+02Iteration    41 | Cost: 8.626375e+02Iteration    42 | Cost: 8.626375e+02Iteration    43 | Cost: 8.626375e+02Iteration    44 | Cost: 8.626375e+02Iteration    45 | Cost: 8.626375e+02Iteration    46 | Cost: 8.626375e+02Iteration    47 | Cost: 8.626375e+02Iteration    48 | Cost: 8.626375e+02Iteration    49 | Cost: 8.626375e+02Iteration    50 | Cost: 8.626375e+02Iteration    51 | Cost: 8.626375e+02Iteration    52 | Cost: 8.626375e+02Iteration    53 | Cost: 8.626375e+02Iteration    54 | Cost: 8.626375e+02Iteration    55 | Cost: 8.626375e+02Iteration    56 | Cost: 8.626375e+02Iteration    57 | Cost: 8.626375e+02Iteration    58 | Cost: 8.626375e+02Iteration    59 | Cost: 8.626375e+02Iteration    60 | Cost: 8.626375e+02Iteration    61 | Cost: 8.626375e+02Iteration    62 | Cost: 8.626375e+02Iteration    63 | Cost: 8.626375e+02Iteration    64 | Cost: 8.626375e+02Iteration    65 | Cost: 8.626375e+02Iteration    66 | Cost: 8.626375e+02Iteration    67 | Cost: 8.626375e+02Iteration    68 | Cost: 8.626375e+02Iteration    69 | Cost: 8.626375e+02Iteration    70 | Cost: 8.626375e+02Iteration    71 | Cost: 8.626375e+02Iteration    72 | Cost: 8.626375e+02
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Iteration     1 | Cost: 3.292783e+03Iteration     2 | Cost: 5.519756e+02Iteration     3 | Cost: 5.331135e+02Iteration     4 | Cost: 5.078004e+02Iteration     5 | Cost: 4.992058e+02Iteration     6 | Cost: 4.939019e+02Iteration     7 | Cost: 4.916003e+02Iteration     8 | Cost: 4.889229e+02Iteration     9 | Cost: 4.878924e+02Iteration    10 | Cost: 4.873017e+02Iteration    11 | Cost: 4.870399e+02Iteration    12 | Cost: 4.870059e+02Iteration    13 | Cost: 4.869639e+02Iteration    14 | Cost: 4.869548e+02Iteration    15 | Cost: 4.869510e+02Iteration    16 | Cost: 4.869358e+02Iteration    17 | Cost: 4.869298e+02Iteration    18 | Cost: 4.869286e+02Iteration    19 | Cost: 4.869254e+02Iteration    20 | Cost: 4.869242e+02Iteration    21 | Cost: 4.869240e+02Iteration    22 | Cost: 4.869238e+02Iteration    23 | Cost: 4.869238e+02Iteration    24 | Cost: 4.869237e+02Iteration    25 | Cost: 4.869236e+02Iteration    26 | Cost: 4.869236e+02Iteration    27 | Cost: 4.869235e+02Iteration    28 | Cost: 4.869235e+02Iteration    29 | Cost: 4.869234e+02Iteration    30 | Cost: 4.869234e+02Iteration    31 | Cost: 4.869234e+02Iteration    32 | Cost: 4.869234e+02Iteration    33 | Cost: 4.869234e+02Iteration    34 | Cost: 4.869234e+02Iteration    35 | Cost: 4.869234e+02Iteration    36 | Cost: 4.869234e+02Iteration    37 | Cost: 4.869234e+02Iteration    38 | Cost: 4.869234e+02Iteration    39 | Cost: 4.869234e+02Iteration    40 | Cost: 4.869234e+02Iteration    41 | Cost: 4.869234e+02Iteration    42 | Cost: 4.869234e+02Iteration    43 | Cost: 4.869234e+02Iteration    44 | Cost: 4.869234e+02Iteration    45 | Cost: 4.869234e+02Iteration    46 | Cost: 4.869234e+02Iteration    47 | Cost: 4.869234e+02Iteration    48 | Cost: 4.869234e+02Iteration    49 | Cost: 4.869234e+02Iteration    50 | Cost: 4.869234e+02Iteration    51 | Cost: 4.869234e+02Iteration    52 | Cost: 4.869234e+02Iteration    53 | Cost: 4.869234e+02Iteration    54 | Cost: 4.869234e+02Iteration    55 | Cost: 4.869234e+02Iteration    56 | Cost: 4.869234e+02Iteration    57 | Cost: 4.869234e+02Iteration    58 | Cost: 4.869234e+02Iteration    59 | Cost: 4.869234e+02Iteration    60 | Cost: 4.869234e+02Iteration    61 | Cost: 4.869234e+02Iteration    62 | Cost: 4.869234e+02
Iteration     1 | Cost: 3.282465e+03Iteration     2 | Cost: 5.506794e+02Iteration     3 | Cost: 5.329302e+02Iteration     4 | Cost: 5.091064e+02Iteration     5 | Cost: 5.002096e+02Iteration     6 | Cost: 4.944648e+02Iteration     7 | Cost: 4.901368e+02Iteration     8 | Cost: 4.896247e+02Iteration     9 | Cost: 4.890405e+02Iteration    10 | Cost: 4.889719e+02Iteration    11 | Cost: 4.889113e+02Iteration    12 | Cost: 4.888706e+02Iteration    13 | Cost: 4.888583e+02Iteration    14 | Cost: 4.888506e+02Iteration    15 | Cost: 4.888423e+02Iteration    16 | Cost: 4.888406e+02Iteration    17 | Cost: 4.888396e+02Iteration    18 | Cost: 4.888389e+02Iteration    19 | Cost: 4.888387e+02Iteration    20 | Cost: 4.888386e+02Iteration    21 | Cost: 4.888385e+02Iteration    22 | Cost: 4.888384e+02Iteration    23 | Cost: 4.888384e+02Iteration    24 | Cost: 4.888384e+02Iteration    25 | Cost: 4.888384e+02Iteration    26 | Cost: 4.888384e+02Iteration    27 | Cost: 4.888384e+02Iteration    28 | Cost: 4.888384e+02Iteration    29 | Cost: 4.888384e+02Iteration    30 | Cost: 4.888384e+02Iteration    31 | Cost: 4.888384e+02Iteration    32 | Cost: 4.888384e+02Iteration    33 | Cost: 4.888384e+02Iteration    34 | Cost: 4.888384e+02Iteration    35 | Cost: 4.888384e+02Iteration    36 | Cost: 4.888384e+02Iteration    37 | Cost: 4.888384e+02Iteration    38 | Cost: 4.888384e+02Iteration    39 | Cost: 4.888384e+02Iteration    40 | Cost: 4.888384e+02Iteration    41 | Cost: 4.888384e+02Iteration    42 | Cost: 4.888384e+02Iteration    43 | Cost: 4.888384e+02Iteration    44 | Cost: 4.888384e+02Iteration    45 | Cost: 4.888384e+02Iteration    46 | Cost: 4.888384e+02Iteration    47 | Cost: 4.888384e+02Iteration    48 | Cost: 4.888384e+02Iteration    49 | Cost: 4.888384e+02Iteration    50 | Cost: 4.888384e+02Iteration    51 | Cost: 4.888384e+02Iteration    52 | Cost: 4.888384e+02Iteration    53 | Cost: 4.888384e+02Iteration    54 | Cost: 4.888384e+02Iteration    55 | Cost: 4.888384e+02Iteration    56 | Cost: 4.888384e+02Iteration    57 | Cost: 4.888384e+02
Iteration     1 | Cost: 3.518439e+03Iteration     2 | Cost: 6.392632e+02Iteration     3 | Cost: 5.708713e+02Iteration     4 | Cost: 5.555943e+02Iteration     5 | Cost: 5.414377e+02Iteration     6 | Cost: 5.370571e+02Iteration     7 | Cost: 5.311696e+02Iteration     8 | Cost: 5.305246e+02Iteration     9 | Cost: 5.297575e+02Iteration    10 | Cost: 5.289548e+02Iteration    11 | Cost: 5.286012e+02Iteration    12 | Cost: 5.285740e+02Iteration    13 | Cost: 5.282356e+02Iteration    14 | Cost: 5.279381e+02Iteration    15 | Cost: 5.277864e+02Iteration    16 | Cost: 5.277203e+02Iteration    17 | Cost: 5.274496e+02Iteration    18 | Cost: 5.273620e+02Iteration    19 | Cost: 5.273109e+02Iteration    20 | Cost: 5.272621e+02Iteration    21 | Cost: 5.271507e+02Iteration    22 | Cost: 5.269895e+02Iteration    23 | Cost: 5.269653e+02Iteration    24 | Cost: 5.269113e+02Iteration    25 | Cost: 5.267982e+02Iteration    26 | Cost: 5.267818e+02Iteration    27 | Cost: 5.267594e+02Iteration    28 | Cost: 5.267586e+02Iteration    29 | Cost: 5.267553e+02Iteration    30 | Cost: 5.267543e+02Iteration    31 | Cost: 5.267539e+02Iteration    32 | Cost: 5.267535e+02Iteration    33 | Cost: 5.267534e+02Iteration    34 | Cost: 5.267532e+02Iteration    35 | Cost: 5.267530e+02Iteration    36 | Cost: 5.267529e+02Iteration    37 | Cost: 5.267528e+02Iteration    38 | Cost: 5.267528e+02Iteration    39 | Cost: 5.267528e+02Iteration    40 | Cost: 5.267528e+02Iteration    41 | Cost: 5.267528e+02Iteration    42 | Cost: 5.267528e+02Iteration    43 | Cost: 5.267528e+02Iteration    44 | Cost: 5.267527e+02Iteration    45 | Cost: 5.267527e+02Iteration    46 | Cost: 5.267527e+02Iteration    47 | Cost: 5.267527e+02Iteration    48 | Cost: 5.267527e+02Iteration    49 | Cost: 5.267527e+02Iteration    50 | Cost: 5.267527e+02Iteration    51 | Cost: 5.267527e+02Iteration    52 | Cost: 5.267527e+02Iteration    53 | Cost: 5.267527e+02Iteration    54 | Cost: 5.267527e+02Iteration    55 | Cost: 5.267527e+02Iteration    56 | Cost: 5.267527e+02Iteration    57 | Cost: 5.267527e+02Iteration    58 | Cost: 5.267527e+02Iteration    59 | Cost: 5.267527e+02Iteration    60 | Cost: 5.267527e+02Iteration    61 | Cost: 5.267527e+02Iteration    62 | Cost: 5.267527e+02Iteration    63 | Cost: 5.267527e+02Iteration    64 | Cost: 5.267527e+02Iteration    65 | Cost: 5.267527e+02Iteration    66 | Cost: 5.267527e+02Iteration    67 | Cost: 5.267527e+02Iteration    68 | Cost: 5.267527e+02
Iteration     1 | Cost: 3.509055e+03Iteration     2 | Cost: 6.269626e+02Iteration     3 | Cost: 5.701659e+02Iteration     4 | Cost: 5.555905e+02Iteration     5 | Cost: 5.419248e+02Iteration     6 | Cost: 5.386240e+02Iteration     7 | Cost: 5.306949e+02Iteration     8 | Cost: 5.291519e+02Iteration     9 | Cost: 5.283477e+02Iteration    10 | Cost: 5.277056e+02Iteration    11 | Cost: 5.275129e+02Iteration    12 | Cost: 5.272550e+02Iteration    13 | Cost: 5.271915e+02Iteration    14 | Cost: 5.271350e+02Iteration    15 | Cost: 5.271023e+02Iteration    16 | Cost: 5.270835e+02Iteration    17 | Cost: 5.270729e+02Iteration    18 | Cost: 5.270588e+02Iteration    19 | Cost: 5.270522e+02Iteration    20 | Cost: 5.270499e+02Iteration    21 | Cost: 5.270466e+02Iteration    22 | Cost: 5.270444e+02Iteration    23 | Cost: 5.270440e+02Iteration    24 | Cost: 5.270420e+02Iteration    25 | Cost: 5.270420e+02Iteration    26 | Cost: 5.270419e+02Iteration    27 | Cost: 5.270416e+02Iteration    28 | Cost: 5.270412e+02Iteration    29 | Cost: 5.270412e+02Iteration    30 | Cost: 5.270411e+02Iteration    31 | Cost: 5.270411e+02Iteration    32 | Cost: 5.270411e+02Iteration    33 | Cost: 5.270411e+02Iteration    34 | Cost: 5.270411e+02Iteration    35 | Cost: 5.270411e+02Iteration    36 | Cost: 5.270411e+02Iteration    37 | Cost: 5.270411e+02Iteration    38 | Cost: 5.270411e+02Iteration    39 | Cost: 5.270411e+02Iteration    40 | Cost: 5.270411e+02Iteration    41 | Cost: 5.270411e+02Iteration    42 | Cost: 5.270411e+02Iteration    43 | Cost: 5.270411e+02Iteration    44 | Cost: 5.270411e+02Iteration    45 | Cost: 5.270411e+02Iteration    46 | Cost: 5.270411e+02Iteration    47 | Cost: 5.270411e+02Iteration    48 | Cost: 5.270411e+02Iteration    49 | Cost: 5.270411e+02Iteration    50 | Cost: 5.270411e+02Iteration    51 | Cost: 5.270411e+02Iteration    52 | Cost: 5.270411e+02Iteration    53 | Cost: 5.270411e+02Iteration    54 | Cost: 5.270411e+02Iteration    55 | Cost: 5.270411e+02Iteration    56 | Cost: 5.270411e+02Iteration    57 | Cost: 5.270411e+02Iteration    58 | Cost: 5.270411e+02Iteration    59 | Cost: 5.270411e+02Iteration    60 | Cost: 5.270411e+02Iteration    61 | Cost: 5.270411e+02Iteration    62 | Cost: 5.270411e+02Iteration    63 | Cost: 5.270411e+02Iteration    64 | Cost: 5.270411e+02Iteration    65 | Cost: 5.270411e+02Iteration    67 | Cost: 5.270411e+02Iteration    68 | Cost: 5.270411e+02
Iteration     1 | Cost: 3.498847e+03Iteration     2 | Cost: 6.150724e+02Iteration     3 | Cost: 5.689832e+02Iteration     4 | Cost: 5.550364e+02Iteration     5 | Cost: 5.418893e+02Iteration     6 | Cost: 5.390473e+02Iteration     7 | Cost: 5.305146e+02Iteration     8 | Cost: 5.288919e+02Iteration     9 | Cost: 5.280005e+02Iteration    10 | Cost: 5.273341e+02Iteration    11 | Cost: 5.271644e+02Iteration    12 | Cost: 5.269273e+02Iteration    13 | Cost: 5.268846e+02Iteration    14 | Cost: 5.268271e+02Iteration    15 | Cost: 5.268038e+02Iteration    16 | Cost: 5.267731e+02Iteration    17 | Cost: 5.267549e+02Iteration    18 | Cost: 5.267517e+02Iteration    19 | Cost: 5.267400e+02Iteration    20 | Cost: 5.267381e+02Iteration    21 | Cost: 5.267362e+02Iteration    22 | Cost: 5.267355e+02Iteration    23 | Cost: 5.267345e+02Iteration    24 | Cost: 5.267343e+02Iteration    25 | Cost: 5.267340e+02Iteration    26 | Cost: 5.267335e+02Iteration    27 | Cost: 5.267327e+02Iteration    28 | Cost: 5.267326e+02Iteration    29 | Cost: 5.267324e+02Iteration    30 | Cost: 5.267324e+02Iteration    31 | Cost: 5.267324e+02Iteration    32 | Cost: 5.267324e+02Iteration    33 | Cost: 5.267324e+02Iteration    34 | Cost: 5.267324e+02Iteration    35 | Cost: 5.267324e+02Iteration    36 | Cost: 5.267324e+02Iteration    37 | Cost: 5.267324e+02Iteration    38 | Cost: 5.267324e+02Iteration    39 | Cost: 5.267324e+02Iteration    40 | Cost: 5.267324e+02Iteration    41 | Cost: 5.267324e+02Iteration    42 | Cost: 5.267324e+02Iteration    43 | Cost: 5.267324e+02Iteration    44 | Cost: 5.267324e+02Iteration    45 | Cost: 5.267324e+02Iteration    46 | Cost: 5.267324e+02Iteration    47 | Cost: 5.267324e+02Iteration    48 | Cost: 5.267324e+02Iteration    49 | Cost: 5.267324e+02Iteration    50 | Cost: 5.267324e+02Iteration    51 | Cost: 5.267324e+02Iteration    52 | Cost: 5.267324e+02Iteration    53 | Cost: 5.267324e+02Iteration    54 | Cost: 5.267324e+02Iteration    55 | Cost: 5.267324e+02Iteration    56 | Cost: 5.267324e+02Iteration    57 | Cost: 5.267324e+02Iteration    58 | Cost: 5.267324e+02Iteration    59 | Cost: 5.267324e+02Iteration    60 | Cost: 5.267324e+02Iteration    61 | Cost: 5.267324e+02Iteration    62 | Cost: 5.267324e+02Iteration    63 | Cost: 5.267324e+02Iteration    64 | Cost: 5.267324e+02Iteration    65 | Cost: 5.267324e+02Iteration    66 | Cost: 5.267324e+02Iteration    67 | Cost: 5.267324e+02Iteration    68 | Cost: 5.267324e+02Iteration    69 | Cost: 5.267324e+02Iteration    70 | Cost: 5.267324e+02Iteration    71 | Cost: 5.267324e+02Iteration    72 | Cost: 5.267324e+02Iteration    73 | Cost: 5.267324e+02Iteration    74 | Cost: 5.267324e+02Iteration    76 | Cost: 5.267324e+02Iteration    77 | Cost: 5.267324e+02Iteration    78 | Cost: 5.267324e+02Iteration    79 | Cost: 5.267324e+02
Iteration     1 | Cost: 3.487715e+03Iteration     2 | Cost: 6.037704e+02Iteration     3 | Cost: 5.672952e+02Iteration     4 | Cost: 5.538881e+02Iteration     5 | Cost: 5.413123e+02Iteration     6 | Cost: 5.386199e+02Iteration     7 | Cost: 5.298725e+02Iteration     8 | Cost: 5.279660e+02Iteration     9 | Cost: 5.270512e+02Iteration    10 | Cost: 5.262068e+02Iteration    11 | Cost: 5.260553e+02Iteration    12 | Cost: 5.258927e+02Iteration    13 | Cost: 5.258811e+02Iteration    14 | Cost: 5.258724e+02Iteration    15 | Cost: 5.258637e+02Iteration    16 | Cost: 5.258572e+02Iteration    17 | Cost: 5.258552e+02Iteration    18 | Cost: 5.258479e+02Iteration    19 | Cost: 5.258469e+02Iteration    20 | Cost: 5.258455e+02Iteration    21 | Cost: 5.258452e+02Iteration    22 | Cost: 5.258445e+02Iteration    23 | Cost: 5.258436e+02Iteration    24 | Cost: 5.258434e+02Iteration    25 | Cost: 5.258433e+02Iteration    26 | Cost: 5.258432e+02Iteration    27 | Cost: 5.258431e+02Iteration    28 | Cost: 5.258431e+02Iteration    29 | Cost: 5.258431e+02Iteration    30 | Cost: 5.258431e+02Iteration    31 | Cost: 5.258430e+02Iteration    32 | Cost: 5.258430e+02Iteration    33 | Cost: 5.258430e+02Iteration    34 | Cost: 5.258430e+02Iteration    35 | Cost: 5.258430e+02Iteration    36 | Cost: 5.258430e+02Iteration    37 | Cost: 5.258430e+02Iteration    38 | Cost: 5.258430e+02Iteration    39 | Cost: 5.258430e+02Iteration    40 | Cost: 5.258430e+02Iteration    41 | Cost: 5.258430e+02Iteration    42 | Cost: 5.258430e+02Iteration    43 | Cost: 5.258430e+02Iteration    44 | Cost: 5.258430e+02Iteration    45 | Cost: 5.258430e+02Iteration    46 | Cost: 5.258430e+02Iteration    47 | Cost: 5.258430e+02Iteration    48 | Cost: 5.258430e+02Iteration    49 | Cost: 5.258430e+02Iteration    50 | Cost: 5.258430e+02Iteration    51 | Cost: 5.258430e+02Iteration    52 | Cost: 5.258430e+02Iteration    53 | Cost: 5.258430e+02Iteration    54 | Cost: 5.258430e+02Iteration    55 | Cost: 5.258430e+02Iteration    56 | Cost: 5.258430e+02Iteration    57 | Cost: 5.258430e+02Iteration    58 | Cost: 5.258430e+02Iteration    59 | Cost: 5.258430e+02Iteration    61 | Cost: 5.258430e+02

Learning Curves (lambda = 2)

% Learning curves help us tackle bias-variance problem. If the training and
% cross validation error converge to an acceptable error level then its
% alright. The following learning curve will help us find the training and
% cross validation performance with different number of training examples

lambda = 2;
[error_train, error_val] = ...
    learningCurve(Xtrain, ytrain, ...
                  Xval, yval, ...
                  lambda);

figure;
plot(1:m, error_train, 1:m, error_val);
title('Learning curve for linear regression (lambda = 2)');
legend('Train', 'Cross Validation');
xlabel('Number of training examples');
ylabel('Error');

Iteration     1 | Cost: 5.183840e+03Iteration     2 | Cost: 6.822133e+02Iteration     3 | Cost: 5.977638e+01Iteration     4 | Cost: 1.018402e-01Iteration     5 | Cost: 1.079141e-02Iteration     6 | Cost: 8.921152e-03Iteration     7 | Cost: 1.735702e-03Iteration     8 | Cost: 1.667680e-03Iteration     9 | Cost: 1.472039e-03Iteration    10 | Cost: 1.505972e-19Iteration    11 | Cost: 1.727083e-20Iteration    12 | Cost: 4.447806e-22Iteration    13 | Cost: 4.036783e-22Iteration    14 | Cost: 3.959964e-22Iteration    15 | Cost: 2.957864e-22Iteration    16 | Cost: 2.546778e-22Iteration    17 | Cost: 1.936852e-22Iteration    18 | Cost: 1.322668e-22Iteration    19 | Cost: 1.320790e-22Iteration    20 | Cost: 1.189591e-22Iteration    21 | Cost: 7.585128e-23Iteration    22 | Cost: 6.919970e-23Iteration    23 | Cost: 6.665654e-23Iteration    24 | Cost: 6.351182e-23Iteration    25 | Cost: 6.321417e-23Iteration    26 | Cost: 6.257724e-23Iteration    27 | Cost: 6.104946e-23Iteration    28 | Cost: 6.093497e-23Iteration    29 | Cost: 5.789450e-23Iteration    30 | Cost: 1.714939e-23Iteration    31 | Cost: 1.653169e-23Iteration    32 | Cost: 1.564064e-23Iteration    33 | Cost: 1.320794e-23Iteration    34 | Cost: 1.046543e-23Iteration    35 | Cost: 9.298953e-24Iteration    36 | Cost: 8.299466e-24Iteration    37 | Cost: 7.771296e-24Iteration    38 | Cost: 5.775419e-24Iteration    39 | Cost: 5.766116e-24Iteration    40 | Cost: 5.458407e-24Iteration    41 | Cost: 5.340760e-24Iteration    42 | Cost: 5.289370e-24Iteration    43 | Cost: 5.221985e-24Iteration    44 | Cost: 5.163669e-24Iteration    45 | Cost: 5.125266e-24Iteration    46 | Cost: 5.083362e-24Iteration    47 | Cost: 5.051414e-24Iteration    48 | Cost: 4.975699e-24Iteration    49 | Cost: 4.829297e-24Iteration    50 | Cost: 4.751570e-24Iteration    51 | Cost: 3.607033e-24Iteration    52 | Cost: 3.578013e-24Iteration    53 | Cost: 3.113140e-24Iteration    54 | Cost: 2.921635e-24Iteration    55 | Cost: 2.664240e-24Iteration    56 | Cost: 2.445233e-24Iteration    57 | Cost: 4.945431e-25Iteration    58 | Cost: 4.845016e-25Iteration    59 | Cost: 4.740130e-25Iteration    60 | Cost: 4.342165e-25Iteration    61 | Cost: 4.128189e-25Iteration    62 | Cost: 4.108122e-25Iteration    63 | Cost: 4.074338e-25Iteration    64 | Cost: 3.958767e-25Iteration    65 | Cost: 3.852423e-25Iteration    66 | Cost: 3.421007e-25Iteration    67 | Cost: 3.330884e-25Iteration    68 | Cost: 2.373334e-25Iteration    69 | Cost: 1.948173e-25Iteration    70 | Cost: 1.800229e-25Iteration    71 | Cost: 1.373592e-25Iteration    72 | Cost: 1.310087e-25Iteration    73 | Cost: 1.280527e-25Iteration    74 | Cost: 4.797953e-26Iteration    75 | Cost: 3.904258e-26Iteration    76 | Cost: 1.987614e-26Iteration    77 | Cost: 1.704718e-26Iteration    78 | Cost: 4.269000e-27Iteration    79 | Cost: 2.769893e-27Iteration    80 | Cost: 1.656160e-27Iteration    81 | Cost: 2.062085e-28
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Iteration     1 | Cost: 7.147639e+03Iteration     2 | Cost: 1.774120e+03Iteration     3 | Cost: 7.580383e+01Iteration     4 | Cost: 2.143161e+01Iteration     5 | Cost: 2.109047e+01Iteration     6 | Cost: 1.992392e+01Iteration     7 | Cost: 1.557783e+01Iteration     8 | Cost: 1.518648e+01Iteration     9 | Cost: 1.466819e+01Iteration    10 | Cost: 1.375277e+01Iteration    11 | Cost: 1.331366e+01Iteration    12 | Cost: 1.321300e+01Iteration    13 | Cost: 1.309444e+01Iteration    14 | Cost: 1.307086e+01Iteration    15 | Cost: 1.301100e+01Iteration    16 | Cost: 1.297015e+01Iteration    17 | Cost: 1.293643e+01Iteration    18 | Cost: 1.291133e+01Iteration    19 | Cost: 1.290693e+01Iteration    20 | Cost: 1.290032e+01Iteration    21 | Cost: 1.289496e+01Iteration    22 | Cost: 1.288478e+01Iteration    23 | Cost: 1.284333e+01Iteration    24 | Cost: 1.283815e+01Iteration    25 | Cost: 1.283298e+01Iteration    26 | Cost: 1.281418e+01Iteration    27 | Cost: 1.280680e+01Iteration    28 | Cost: 1.280253e+01Iteration    29 | Cost: 1.279577e+01Iteration    30 | Cost: 1.278852e+01Iteration    31 | Cost: 1.278208e+01Iteration    32 | Cost: 1.276542e+01Iteration    33 | Cost: 1.276054e+01Iteration    34 | Cost: 1.276004e+01Iteration    35 | Cost: 1.276002e+01Iteration    36 | Cost: 1.276001e+01Iteration    37 | Cost: 1.275996e+01Iteration    38 | Cost: 1.275994e+01Iteration    39 | Cost: 1.275991e+01Iteration    40 | Cost: 1.275979e+01Iteration    41 | Cost: 1.275975e+01Iteration    42 | Cost: 1.275975e+01Iteration    43 | Cost: 1.275975e+01Iteration    44 | Cost: 1.275975e+01Iteration    45 | Cost: 1.275975e+01Iteration    46 | Cost: 1.275975e+01Iteration    47 | Cost: 1.275975e+01Iteration    48 | Cost: 1.275975e+01Iteration    49 | Cost: 1.275975e+01Iteration    50 | Cost: 1.275975e+01Iteration    51 | Cost: 1.275975e+01Iteration    52 | Cost: 1.275975e+01Iteration    53 | Cost: 1.275975e+01Iteration    54 | Cost: 1.275975e+01Iteration    55 | Cost: 1.275975e+01Iteration    56 | Cost: 1.275975e+01Iteration    57 | Cost: 1.275975e+01Iteration    58 | Cost: 1.275975e+01Iteration    59 | Cost: 1.275975e+01Iteration    60 | Cost: 1.275975e+01Iteration    61 | Cost: 1.275975e+01Iteration    62 | Cost: 1.275975e+01Iteration    63 | Cost: 1.275975e+01Iteration    64 | Cost: 1.275975e+01Iteration    65 | Cost: 1.275975e+01Iteration    66 | Cost: 1.275975e+01Iteration    67 | Cost: 1.275975e+01Iteration    68 | Cost: 1.275975e+01Iteration    69 | Cost: 1.275975e+01Iteration    70 | Cost: 1.275975e+01Iteration    71 | Cost: 1.275975e+01Iteration    72 | Cost: 1.275975e+01Iteration    73 | Cost: 1.275975e+01Iteration    74 | Cost: 1.275975e+01Iteration    75 | Cost: 1.275975e+01Iteration    76 | Cost: 1.275975e+01Iteration    77 | Cost: 1.275975e+01Iteration    78 | Cost: 1.275975e+01Iteration    79 | Cost: 1.275975e+01Iteration    80 | Cost: 1.275975e+01Iteration    81 | Cost: 1.275975e+01Iteration    82 | Cost: 1.275975e+01Iteration    83 | Cost: 1.275975e+01Iteration    84 | Cost: 1.275975e+01Iteration    85 | Cost: 1.275975e+01Iteration    86 | Cost: 1.275975e+01Iteration    87 | Cost: 1.275975e+01Iteration    88 | Cost: 1.275975e+01Iteration    89 | Cost: 1.275975e+01Iteration    90 | Cost: 1.275975e+01Iteration    91 | Cost: 1.275975e+01Iteration    92 | Cost: 1.275975e+01Iteration    93 | Cost: 1.275975e+01Iteration    94 | Cost: 1.275975e+01Iteration    95 | Cost: 1.275975e+01Iteration    96 | Cost: 1.275975e+01
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Iteration     1 | Cost: 3.922185e+03Iteration     2 | Cost: 1.405018e+03Iteration     3 | Cost: 1.235631e+03Iteration     4 | Cost: 1.069185e+03Iteration     5 | Cost: 9.816909e+02Iteration     6 | Cost: 9.423559e+02Iteration     7 | Cost: 9.365333e+02Iteration     8 | Cost: 9.329113e+02Iteration     9 | Cost: 9.328318e+02Iteration    10 | Cost: 9.313405e+02Iteration    11 | Cost: 9.304811e+02Iteration    12 | Cost: 9.299368e+02Iteration    13 | Cost: 9.297241e+02Iteration    14 | Cost: 9.295803e+02Iteration    15 | Cost: 9.295800e+02Iteration    16 | Cost: 9.295579e+02Iteration    17 | Cost: 9.295261e+02Iteration    18 | Cost: 9.295196e+02Iteration    19 | Cost: 9.295042e+02Iteration    20 | Cost: 9.294944e+02Iteration    21 | Cost: 9.294915e+02Iteration    22 | Cost: 9.294904e+02Iteration    23 | Cost: 9.294891e+02Iteration    24 | Cost: 9.294876e+02Iteration    25 | Cost: 9.294872e+02Iteration    26 | Cost: 9.294869e+02Iteration    27 | Cost: 9.294868e+02Iteration    28 | Cost: 9.294866e+02Iteration    29 | Cost: 9.294865e+02Iteration    30 | Cost: 9.294865e+02Iteration    31 | Cost: 9.294864e+02Iteration    32 | Cost: 9.294864e+02Iteration    33 | Cost: 9.294864e+02Iteration    34 | Cost: 9.294864e+02Iteration    35 | Cost: 9.294864e+02Iteration    36 | Cost: 9.294864e+02Iteration    37 | Cost: 9.294864e+02Iteration    38 | Cost: 9.294863e+02Iteration    39 | Cost: 9.294863e+02Iteration    40 | Cost: 9.294863e+02Iteration    41 | Cost: 9.294863e+02Iteration    42 | Cost: 9.294863e+02Iteration    43 | Cost: 9.294863e+02Iteration    44 | Cost: 9.294863e+02Iteration    45 | Cost: 9.294863e+02Iteration    46 | Cost: 9.294863e+02Iteration    47 | Cost: 9.294863e+02Iteration    48 | Cost: 9.294863e+02Iteration    49 | Cost: 9.294863e+02Iteration    50 | Cost: 9.294863e+02Iteration    51 | Cost: 9.294863e+02Iteration    52 | Cost: 9.294863e+02Iteration    53 | Cost: 9.294863e+02Iteration    54 | Cost: 9.294863e+02Iteration    55 | Cost: 9.294863e+02Iteration    56 | Cost: 9.294863e+02Iteration    57 | Cost: 9.294863e+02Iteration    58 | Cost: 9.294863e+02Iteration    59 | Cost: 9.294863e+02Iteration    60 | Cost: 9.294863e+02Iteration    61 | Cost: 9.294863e+02Iteration    62 | Cost: 9.294863e+02Iteration    63 | Cost: 9.294863e+02Iteration    64 | Cost: 9.294863e+02Iteration    65 | Cost: 9.294863e+02Iteration    66 | Cost: 9.294863e+02Iteration    67 | Cost: 9.294863e+02Iteration    68 | Cost: 9.294863e+02
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Iteration     1 | Cost: 4.413430e+03Iteration     2 | Cost: 1.031820e+03Iteration     3 | Cost: 9.036218e+02Iteration     4 | Cost: 8.467422e+02Iteration     5 | Cost: 8.183884e+02Iteration     6 | Cost: 8.145024e+02Iteration     7 | Cost: 8.144789e+02Iteration     8 | Cost: 8.144776e+02Iteration     9 | Cost: 8.144776e+02Iteration    10 | Cost: 8.144776e+02Iteration    11 | Cost: 8.144776e+02
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Iteration     1 | Cost: 3.993399e+03Iteration     2 | Cost: 7.810282e+02Iteration     3 | Cost: 6.643760e+02Iteration     4 | Cost: 6.345307e+02Iteration     5 | Cost: 6.136010e+02Iteration     6 | Cost: 6.081548e+02Iteration     7 | Cost: 6.051087e+02Iteration     8 | Cost: 6.022821e+02Iteration     9 | Cost: 5.980800e+02Iteration    10 | Cost: 5.962033e+02Iteration    11 | Cost: 5.955080e+02Iteration    12 | Cost: 5.951413e+02Iteration    13 | Cost: 5.946755e+02Iteration    14 | Cost: 5.945839e+02Iteration    15 | Cost: 5.944997e+02Iteration    16 | Cost: 5.944007e+02Iteration    17 | Cost: 5.943286e+02Iteration    18 | Cost: 5.943023e+02Iteration    19 | Cost: 5.942736e+02Iteration    20 | Cost: 5.942555e+02Iteration    21 | Cost: 5.942552e+02Iteration    22 | Cost: 5.942528e+02Iteration    23 | Cost: 5.942515e+02Iteration    24 | Cost: 5.942510e+02Iteration    25 | Cost: 5.942505e+02Iteration    26 | Cost: 5.942503e+02Iteration    27 | Cost: 5.942503e+02Iteration    28 | Cost: 5.942501e+02Iteration    29 | Cost: 5.942500e+02Iteration    30 | Cost: 5.942500e+02Iteration    31 | Cost: 5.942500e+02Iteration    32 | Cost: 5.942500e+02Iteration    33 | Cost: 5.942500e+02Iteration    34 | Cost: 5.942500e+02Iteration    35 | Cost: 5.942500e+02Iteration    36 | Cost: 5.942500e+02Iteration    37 | Cost: 5.942500e+02Iteration    38 | Cost: 5.942500e+02Iteration    39 | Cost: 5.942500e+02Iteration    40 | Cost: 5.942500e+02Iteration    41 | Cost: 5.942500e+02Iteration    42 | Cost: 5.942500e+02Iteration    43 | Cost: 5.942500e+02Iteration    44 | Cost: 5.942500e+02Iteration    45 | Cost: 5.942500e+02Iteration    46 | Cost: 5.942500e+02Iteration    47 | Cost: 5.942500e+02Iteration    48 | Cost: 5.942500e+02Iteration    49 | Cost: 5.942500e+02Iteration    50 | Cost: 5.942500e+02Iteration    51 | Cost: 5.942500e+02Iteration    52 | Cost: 5.942500e+02Iteration    53 | Cost: 5.942500e+02Iteration    54 | Cost: 5.942500e+02Iteration    55 | Cost: 5.942500e+02Iteration    56 | Cost: 5.942500e+02Iteration    57 | Cost: 5.942500e+02Iteration    58 | Cost: 5.942500e+02Iteration    59 | Cost: 5.942500e+02Iteration    60 | Cost: 5.942500e+02Iteration    61 | Cost: 5.942500e+02Iteration    62 | Cost: 5.942500e+02Iteration    63 | Cost: 5.942500e+02Iteration    64 | Cost: 5.942500e+02Iteration    65 | Cost: 5.942500e+02Iteration    66 | Cost: 5.942500e+02Iteration    67 | Cost: 5.942500e+02Iteration    69 | Cost: 5.942500e+02Iteration    70 | Cost: 5.942500e+02Iteration    71 | Cost: 5.942500e+02
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Iteration     1 | Cost: 3.799903e+03Iteration     2 | Cost: 6.791025e+02Iteration     3 | Cost: 5.931540e+02Iteration     4 | Cost: 5.646292e+02Iteration     5 | Cost: 5.562541e+02Iteration     6 | Cost: 5.486707e+02Iteration     7 | Cost: 5.483707e+02Iteration     8 | Cost: 5.482634e+02Iteration     9 | Cost: 5.482460e+02Iteration    10 | Cost: 5.482366e+02Iteration    11 | Cost: 5.482362e+02Iteration    12 | Cost: 5.482360e+02Iteration    13 | Cost: 5.482359e+02Iteration    14 | Cost: 5.482359e+02Iteration    15 | Cost: 5.482358e+02Iteration    16 | Cost: 5.482358e+02Iteration    17 | Cost: 5.482358e+02Iteration    18 | Cost: 5.482358e+02Iteration    19 | Cost: 5.482358e+02Iteration    20 | Cost: 5.482357e+02Iteration    21 | Cost: 5.482357e+02Iteration    22 | Cost: 5.482357e+02Iteration    23 | Cost: 5.482357e+02Iteration    24 | Cost: 5.482357e+02Iteration    25 | Cost: 5.482357e+02Iteration    26 | Cost: 5.482357e+02Iteration    27 | Cost: 5.482357e+02Iteration    28 | Cost: 5.482357e+02Iteration    29 | Cost: 5.482357e+02Iteration    30 | Cost: 5.482357e+02Iteration    31 | Cost: 5.482357e+02Iteration    32 | Cost: 5.482357e+02Iteration    33 | Cost: 5.482357e+02Iteration    34 | Cost: 5.482357e+02Iteration    35 | Cost: 5.482357e+02Iteration    36 | Cost: 5.482357e+02Iteration    37 | Cost: 5.482357e+02Iteration    38 | Cost: 5.482357e+02Iteration    39 | Cost: 5.482357e+02Iteration    40 | Cost: 5.482357e+02Iteration    41 | Cost: 5.482357e+02Iteration    42 | Cost: 5.482357e+02Iteration    43 | Cost: 5.482357e+02Iteration    44 | Cost: 5.482357e+02Iteration    45 | Cost: 5.482357e+02Iteration    46 | Cost: 5.482357e+02
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Iteration     1 | Cost: 3.631093e+03Iteration     2 | Cost: 6.236184e+02Iteration     3 | Cost: 5.715332e+02Iteration     4 | Cost: 5.395240e+02Iteration     5 | Cost: 5.281818e+02Iteration     6 | Cost: 5.263486e+02Iteration     7 | Cost: 5.261447e+02Iteration     8 | Cost: 5.261028e+02Iteration     9 | Cost: 5.260795e+02Iteration    10 | Cost: 5.260731e+02Iteration    11 | Cost: 5.260711e+02Iteration    12 | Cost: 5.260707e+02Iteration    13 | Cost: 5.260704e+02Iteration    14 | Cost: 5.260703e+02Iteration    15 | Cost: 5.260703e+02Iteration    16 | Cost: 5.260703e+02Iteration    17 | Cost: 5.260703e+02Iteration    18 | Cost: 5.260703e+02Iteration    19 | Cost: 5.260703e+02Iteration    20 | Cost: 5.260703e+02Iteration    21 | Cost: 5.260703e+02Iteration    22 | Cost: 5.260703e+02Iteration    23 | Cost: 5.260703e+02Iteration    24 | Cost: 5.260703e+02Iteration    25 | Cost: 5.260703e+02Iteration    26 | Cost: 5.260703e+02Iteration    27 | Cost: 5.260703e+02Iteration    28 | Cost: 5.260703e+02Iteration    29 | Cost: 5.260703e+02Iteration    30 | Cost: 5.260703e+02Iteration    31 | Cost: 5.260703e+02Iteration    32 | Cost: 5.260703e+02Iteration    33 | Cost: 5.260703e+02Iteration    34 | Cost: 5.260703e+02Iteration    35 | Cost: 5.260703e+02
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Iteration     1 | Cost: 3.311168e+03Iteration     2 | Cost: 5.731374e+02Iteration     3 | Cost: 5.540752e+02Iteration     4 | Cost: 5.295537e+02Iteration     5 | Cost: 5.213736e+02Iteration     6 | Cost: 5.172265e+02Iteration     7 | Cost: 5.144406e+02Iteration     8 | Cost: 5.141706e+02Iteration     9 | Cost: 5.137687e+02Iteration    10 | Cost: 5.136230e+02Iteration    11 | Cost: 5.135748e+02Iteration    12 | Cost: 5.135042e+02Iteration    13 | Cost: 5.134787e+02Iteration    14 | Cost: 5.134635e+02Iteration    15 | Cost: 5.134442e+02Iteration    16 | Cost: 5.134383e+02Iteration    17 | Cost: 5.134362e+02Iteration    18 | Cost: 5.134331e+02Iteration    19 | Cost: 5.134328e+02Iteration    20 | Cost: 5.134321e+02Iteration    21 | Cost: 5.134314e+02Iteration    22 | Cost: 5.134311e+02Iteration    23 | Cost: 5.134308e+02Iteration    24 | Cost: 5.134308e+02Iteration    25 | Cost: 5.134307e+02Iteration    26 | Cost: 5.134307e+02Iteration    27 | Cost: 5.134307e+02Iteration    28 | Cost: 5.134307e+02Iteration    29 | Cost: 5.134307e+02Iteration    30 | Cost: 5.134306e+02Iteration    31 | Cost: 5.134306e+02Iteration    32 | Cost: 5.134306e+02Iteration    33 | Cost: 5.134306e+02Iteration    34 | Cost: 5.134306e+02Iteration    35 | Cost: 5.134306e+02Iteration    36 | Cost: 5.134306e+02Iteration    37 | Cost: 5.134306e+02Iteration    38 | Cost: 5.134306e+02Iteration    39 | Cost: 5.134306e+02Iteration    40 | Cost: 5.134306e+02Iteration    41 | Cost: 5.134306e+02Iteration    42 | Cost: 5.134306e+02Iteration    43 | Cost: 5.134306e+02Iteration    44 | Cost: 5.134306e+02Iteration    45 | Cost: 5.134306e+02Iteration    46 | Cost: 5.134306e+02Iteration    47 | Cost: 5.134306e+02Iteration    48 | Cost: 5.134306e+02Iteration    49 | Cost: 5.134306e+02Iteration    50 | Cost: 5.134306e+02Iteration    51 | Cost: 5.134306e+02Iteration    52 | Cost: 5.134306e+02Iteration    53 | Cost: 5.134306e+02Iteration    54 | Cost: 5.134306e+02Iteration    55 | Cost: 5.134306e+02Iteration    56 | Cost: 5.134306e+02Iteration    57 | Cost: 5.134306e+02Iteration    58 | Cost: 5.134306e+02Iteration    59 | Cost: 5.134306e+02Iteration    61 | Cost: 5.134306e+02Iteration    62 | Cost: 5.134306e+02Iteration    63 | Cost: 5.134306e+02Iteration    65 | Cost: 5.134306e+02
Iteration     1 | Cost: 3.300790e+03Iteration     2 | Cost: 5.716062e+02Iteration     3 | Cost: 5.536475e+02Iteration     4 | Cost: 5.305608e+02Iteration     5 | Cost: 5.221788e+02Iteration     6 | Cost: 5.183262e+02Iteration     7 | Cost: 5.158865e+02Iteration     8 | Cost: 5.156766e+02Iteration     9 | Cost: 5.151008e+02Iteration    10 | Cost: 5.149956e+02Iteration    11 | Cost: 5.149381e+02Iteration    12 | Cost: 5.149029e+02Iteration    13 | Cost: 5.148992e+02Iteration    14 | Cost: 5.148957e+02Iteration    15 | Cost: 5.148937e+02Iteration    16 | Cost: 5.148929e+02Iteration    17 | Cost: 5.148927e+02Iteration    18 | Cost: 5.148926e+02Iteration    19 | Cost: 5.148926e+02Iteration    20 | Cost: 5.148926e+02Iteration    21 | Cost: 5.148926e+02Iteration    22 | Cost: 5.148926e+02Iteration    23 | Cost: 5.148926e+02Iteration    24 | Cost: 5.148926e+02Iteration    25 | Cost: 5.148926e+02Iteration    26 | Cost: 5.148926e+02Iteration    27 | Cost: 5.148926e+02Iteration    28 | Cost: 5.148926e+02Iteration    29 | Cost: 5.148926e+02Iteration    30 | Cost: 5.148926e+02Iteration    31 | Cost: 5.148926e+02Iteration    32 | Cost: 5.148926e+02Iteration    33 | Cost: 5.148926e+02Iteration    34 | Cost: 5.148926e+02Iteration    35 | Cost: 5.148926e+02Iteration    36 | Cost: 5.148926e+02Iteration    37 | Cost: 5.148926e+02Iteration    38 | Cost: 5.148926e+02Iteration    39 | Cost: 5.148926e+02Iteration    40 | Cost: 5.148926e+02Iteration    41 | Cost: 5.148926e+02Iteration    42 | Cost: 5.148926e+02Iteration    43 | Cost: 5.148926e+02Iteration    44 | Cost: 5.148926e+02Iteration    45 | Cost: 5.148926e+02Iteration    46 | Cost: 5.148926e+02Iteration    47 | Cost: 5.148926e+02Iteration    48 | Cost: 5.148926e+02Iteration    49 | Cost: 5.148926e+02Iteration    50 | Cost: 5.148926e+02Iteration    51 | Cost: 5.148926e+02Iteration    52 | Cost: 5.148926e+02Iteration    53 | Cost: 5.148926e+02Iteration    54 | Cost: 5.148926e+02Iteration    55 | Cost: 5.148926e+02Iteration    56 | Cost: 5.148926e+02Iteration    57 | Cost: 5.148926e+02
Iteration     1 | Cost: 3.534402e+03Iteration     2 | Cost: 6.579542e+02Iteration     3 | Cost: 5.915831e+02Iteration     4 | Cost: 5.763800e+02Iteration     5 | Cost: 5.631705e+02Iteration     6 | Cost: 5.599388e+02Iteration     7 | Cost: 5.552471e+02Iteration     8 | Cost: 5.543719e+02Iteration     9 | Cost: 5.534962e+02Iteration    10 | Cost: 5.527628e+02Iteration    11 | Cost: 5.525949e+02Iteration    12 | Cost: 5.520275e+02Iteration    13 | Cost: 5.515041e+02Iteration    14 | Cost: 5.511704e+02Iteration    15 | Cost: 5.510296e+02Iteration    16 | Cost: 5.509119e+02Iteration    17 | Cost: 5.508714e+02Iteration    18 | Cost: 5.508435e+02Iteration    19 | Cost: 5.508403e+02Iteration    20 | Cost: 5.508233e+02Iteration    21 | Cost: 5.508198e+02Iteration    22 | Cost: 5.508171e+02Iteration    23 | Cost: 5.508128e+02Iteration    24 | Cost: 5.508103e+02Iteration    25 | Cost: 5.508085e+02Iteration    26 | Cost: 5.508064e+02Iteration    27 | Cost: 5.508058e+02Iteration    28 | Cost: 5.508051e+02Iteration    29 | Cost: 5.508044e+02Iteration    30 | Cost: 5.508041e+02Iteration    31 | Cost: 5.508039e+02Iteration    32 | Cost: 5.508038e+02Iteration    33 | Cost: 5.508038e+02Iteration    34 | Cost: 5.508037e+02Iteration    35 | Cost: 5.508037e+02Iteration    36 | Cost: 5.508037e+02Iteration    37 | Cost: 5.508037e+02Iteration    38 | Cost: 5.508037e+02Iteration    39 | Cost: 5.508037e+02Iteration    40 | Cost: 5.508037e+02Iteration    41 | Cost: 5.508037e+02Iteration    42 | Cost: 5.508037e+02Iteration    43 | Cost: 5.508037e+02Iteration    44 | Cost: 5.508037e+02Iteration    45 | Cost: 5.508037e+02Iteration    46 | Cost: 5.508037e+02Iteration    47 | Cost: 5.508037e+02Iteration    48 | Cost: 5.508037e+02Iteration    49 | Cost: 5.508037e+02Iteration    50 | Cost: 5.508037e+02Iteration    51 | Cost: 5.508037e+02Iteration    52 | Cost: 5.508037e+02Iteration    53 | Cost: 5.508037e+02Iteration    54 | Cost: 5.508037e+02Iteration    55 | Cost: 5.508037e+02Iteration    56 | Cost: 5.508037e+02Iteration    57 | Cost: 5.508037e+02Iteration    58 | Cost: 5.508037e+02Iteration    59 | Cost: 5.508037e+02Iteration    60 | Cost: 5.508037e+02Iteration    61 | Cost: 5.508037e+02Iteration    62 | Cost: 5.508037e+02Iteration    63 | Cost: 5.508037e+02Iteration    64 | Cost: 5.508037e+02Iteration    65 | Cost: 5.508037e+02Iteration    66 | Cost: 5.508037e+02Iteration    67 | Cost: 5.508037e+02Iteration    68 | Cost: 5.508037e+02Iteration    69 | Cost: 5.508037e+02
Iteration     1 | Cost: 3.525124e+03Iteration     2 | Cost: 6.455196e+02Iteration     3 | Cost: 5.906599e+02Iteration     4 | Cost: 5.761975e+02Iteration     5 | Cost: 5.634451e+02Iteration     6 | Cost: 5.608503e+02Iteration     7 | Cost: 5.540920e+02Iteration     8 | Cost: 5.528019e+02Iteration     9 | Cost: 5.520616e+02Iteration    10 | Cost: 5.519865e+02Iteration    11 | Cost: 5.515133e+02Iteration    12 | Cost: 5.512605e+02Iteration    13 | Cost: 5.511066e+02Iteration    14 | Cost: 5.510624e+02Iteration    15 | Cost: 5.509444e+02Iteration    16 | Cost: 5.509208e+02Iteration    17 | Cost: 5.509141e+02Iteration    18 | Cost: 5.508926e+02Iteration    19 | Cost: 5.508897e+02Iteration    20 | Cost: 5.508892e+02Iteration    21 | Cost: 5.508890e+02Iteration    22 | Cost: 5.508887e+02Iteration    23 | Cost: 5.508885e+02Iteration    24 | Cost: 5.508885e+02Iteration    25 | Cost: 5.508885e+02Iteration    26 | Cost: 5.508884e+02Iteration    27 | Cost: 5.508884e+02Iteration    28 | Cost: 5.508884e+02Iteration    29 | Cost: 5.508884e+02Iteration    30 | Cost: 5.508884e+02Iteration    31 | Cost: 5.508884e+02Iteration    32 | Cost: 5.508884e+02Iteration    33 | Cost: 5.508884e+02Iteration    34 | Cost: 5.508884e+02Iteration    35 | Cost: 5.508884e+02Iteration    36 | Cost: 5.508884e+02Iteration    37 | Cost: 5.508884e+02Iteration    38 | Cost: 5.508884e+02Iteration    39 | Cost: 5.508884e+02Iteration    40 | Cost: 5.508884e+02Iteration    41 | Cost: 5.508884e+02Iteration    42 | Cost: 5.508884e+02Iteration    43 | Cost: 5.508884e+02Iteration    44 | Cost: 5.508884e+02Iteration    45 | Cost: 5.508884e+02Iteration    46 | Cost: 5.508884e+02Iteration    47 | Cost: 5.508884e+02Iteration    48 | Cost: 5.508884e+02Iteration    49 | Cost: 5.508884e+02Iteration    50 | Cost: 5.508884e+02Iteration    51 | Cost: 5.508884e+02Iteration    52 | Cost: 5.508884e+02Iteration    53 | Cost: 5.508884e+02
Iteration     1 | Cost: 3.515024e+03Iteration     2 | Cost: 6.335374e+02Iteration     3 | Cost: 5.892647e+02Iteration     4 | Cost: 5.754814e+02Iteration     5 | Cost: 5.632214e+02Iteration     6 | Cost: 5.608474e+02Iteration     7 | Cost: 5.536506e+02Iteration     8 | Cost: 5.523267e+02Iteration     9 | Cost: 5.514404e+02Iteration    10 | Cost: 5.513098e+02Iteration    11 | Cost: 5.508162e+02Iteration    12 | Cost: 5.506829e+02Iteration    13 | Cost: 5.505067e+02Iteration    14 | Cost: 5.504910e+02Iteration    15 | Cost: 5.504537e+02Iteration    16 | Cost: 5.504303e+02Iteration    17 | Cost: 5.504051e+02Iteration    18 | Cost: 5.504016e+02Iteration    19 | Cost: 5.503994e+02Iteration    20 | Cost: 5.503967e+02Iteration    21 | Cost: 5.503964e+02Iteration    22 | Cost: 5.503961e+02Iteration    23 | Cost: 5.503957e+02Iteration    24 | Cost: 5.503955e+02Iteration    25 | Cost: 5.503955e+02Iteration    26 | Cost: 5.503952e+02Iteration    27 | Cost: 5.503951e+02Iteration    28 | Cost: 5.503951e+02Iteration    29 | Cost: 5.503951e+02Iteration    30 | Cost: 5.503951e+02Iteration    31 | Cost: 5.503951e+02Iteration    32 | Cost: 5.503951e+02Iteration    33 | Cost: 5.503951e+02Iteration    34 | Cost: 5.503951e+02Iteration    35 | Cost: 5.503951e+02Iteration    36 | Cost: 5.503951e+02Iteration    37 | Cost: 5.503951e+02Iteration    38 | Cost: 5.503951e+02Iteration    39 | Cost: 5.503951e+02Iteration    40 | Cost: 5.503951e+02Iteration    41 | Cost: 5.503951e+02Iteration    42 | Cost: 5.503951e+02Iteration    43 | Cost: 5.503951e+02Iteration    44 | Cost: 5.503951e+02Iteration    45 | Cost: 5.503951e+02Iteration    46 | Cost: 5.503951e+02Iteration    47 | Cost: 5.503951e+02Iteration    48 | Cost: 5.503951e+02Iteration    49 | Cost: 5.503951e+02Iteration    50 | Cost: 5.503951e+02Iteration    51 | Cost: 5.503951e+02Iteration    52 | Cost: 5.503951e+02Iteration    53 | Cost: 5.503951e+02Iteration    54 | Cost: 5.503951e+02Iteration    55 | Cost: 5.503951e+02Iteration    56 | Cost: 5.503951e+02Iteration    57 | Cost: 5.503951e+02Iteration    58 | Cost: 5.503951e+02Iteration    59 | Cost: 5.503951e+02Iteration    60 | Cost: 5.503951e+02Iteration    61 | Cost: 5.503951e+02Iteration    62 | Cost: 5.503951e+02Iteration    63 | Cost: 5.503951e+02Iteration    64 | Cost: 5.503951e+02Iteration    65 | Cost: 5.503951e+02
Iteration     1 | Cost: 3.503998e+03Iteration     2 | Cost: 6.221845e+02Iteration     3 | Cost: 5.873729e+02Iteration     4 | Cost: 5.741926e+02Iteration     5 | Cost: 5.624771e+02Iteration     6 | Cost: 5.601256e+02Iteration     7 | Cost: 5.527258e+02Iteration     8 | Cost: 5.513079e+02Iteration     9 | Cost: 5.503703e+02Iteration    10 | Cost: 5.502209e+02Iteration    11 | Cost: 5.496544e+02Iteration    12 | Cost: 5.495536e+02Iteration    13 | Cost: 5.494134e+02Iteration    14 | Cost: 5.494085e+02Iteration    15 | Cost: 5.493581e+02Iteration    16 | Cost: 5.493526e+02Iteration    17 | Cost: 5.493397e+02Iteration    18 | Cost: 5.493381e+02Iteration    19 | Cost: 5.493361e+02Iteration    20 | Cost: 5.493349e+02Iteration    21 | Cost: 5.493344e+02Iteration    22 | Cost: 5.493341e+02Iteration    23 | Cost: 5.493340e+02Iteration    24 | Cost: 5.493340e+02Iteration    25 | Cost: 5.493339e+02Iteration    26 | Cost: 5.493338e+02Iteration    27 | Cost: 5.493338e+02Iteration    28 | Cost: 5.493338e+02Iteration    29 | Cost: 5.493338e+02Iteration    30 | Cost: 5.493338e+02Iteration    31 | Cost: 5.493338e+02Iteration    32 | Cost: 5.493338e+02Iteration    33 | Cost: 5.493338e+02Iteration    34 | Cost: 5.493338e+02Iteration    35 | Cost: 5.493338e+02Iteration    36 | Cost: 5.493338e+02Iteration    37 | Cost: 5.493338e+02Iteration    38 | Cost: 5.493338e+02Iteration    39 | Cost: 5.493338e+02Iteration    40 | Cost: 5.493338e+02Iteration    41 | Cost: 5.493338e+02Iteration    42 | Cost: 5.493338e+02Iteration    43 | Cost: 5.493338e+02Iteration    44 | Cost: 5.493338e+02Iteration    45 | Cost: 5.493338e+02Iteration    46 | Cost: 5.493338e+02Iteration    47 | Cost: 5.493338e+02Iteration    48 | Cost: 5.493338e+02Iteration    49 | Cost: 5.493338e+02Iteration    50 | Cost: 5.493338e+02Iteration    51 | Cost: 5.493338e+02Iteration    52 | Cost: 5.493338e+02Iteration    53 | Cost: 5.493338e+02Iteration    54 | Cost: 5.493338e+02Iteration    55 | Cost: 5.493338e+02Iteration    56 | Cost: 5.493338e+02

Learning Curves (lambda = 3)

% Learning curves help us tackle bias-variance problem. If the training and
% cross validation error converge to an acceptable error level then its
% alright. The following learning curve will help us find the training and
% cross validation performance with different number of training examples

lambda = 3;
[error_train, error_val] = ...
    learningCurve(Xtrain, ytrain, ...
                  Xval, yval, ...
                  lambda);

figure;
plot(1:m, error_train, 1:m, error_val);
title('Learning curve for linear regression (lambda = 3)');
legend('Train', 'Cross Validation');
xlabel('Number of training examples');
ylabel('Error');

Iteration     1 | Cost: 5.271233e+03Iteration     2 | Cost: 1.005305e+03Iteration     3 | Cost: 2.423779e+02Iteration     4 | Cost: 1.364757e+02Iteration     5 | Cost: 8.842864e+01Iteration     6 | Cost: 1.844057e+01Iteration     7 | Cost: 1.417603e+01Iteration     8 | Cost: 9.442978e+00Iteration     9 | Cost: 2.599091e+00Iteration    10 | Cost: 1.540434e+00Iteration    11 | Cost: 1.515486e-01Iteration    12 | Cost: 1.592253e-25Iteration    13 | Cost: 6.763483e-28Iteration    14 | Cost: 3.512299e-28Iteration    15 | Cost: 3.403769e-28
Iteration     1 | Cost: 1.273029e+04Iteration     2 | Cost: 5.229246e+03Iteration     3 | Cost: 4.294793e+03Iteration     4 | Cost: 3.856607e+03Iteration     5 | Cost: 3.727131e+03Iteration     6 | Cost: 2.322751e+03Iteration     7 | Cost: 1.547227e+03Iteration     8 | Cost: 1.211982e+03Iteration     9 | Cost: 1.393894e+02Iteration    10 | Cost: 4.617509e+01Iteration    11 | Cost: 4.378800e+01Iteration    12 | Cost: 4.291610e+01Iteration    13 | Cost: 4.201535e+01Iteration    14 | Cost: 3.621388e+01Iteration    15 | Cost: 3.611040e+01Iteration    16 | Cost: 3.607231e+01Iteration    17 | Cost: 3.607090e+01Iteration    18 | Cost: 3.607023e+01Iteration    19 | Cost: 3.606999e+01Iteration    20 | Cost: 3.606737e+01Iteration    21 | Cost: 3.606477e+01Iteration    22 | Cost: 3.606400e+01Iteration    23 | Cost: 3.606383e+01Iteration    24 | Cost: 3.606371e+01Iteration    25 | Cost: 3.606360e+01Iteration    26 | Cost: 3.606338e+01Iteration    27 | Cost: 3.606335e+01Iteration    28 | Cost: 3.606335e+01Iteration    29 | Cost: 3.606332e+01Iteration    30 | Cost: 3.606332e+01Iteration    31 | Cost: 3.606332e+01Iteration    32 | Cost: 3.606332e+01Iteration    33 | Cost: 3.606332e+01Iteration    34 | Cost: 3.606332e+01Iteration    35 | Cost: 3.606332e+01Iteration    36 | Cost: 3.606332e+01Iteration    37 | Cost: 3.606332e+01Iteration    38 | Cost: 3.606332e+01Iteration    39 | Cost: 3.606332e+01Iteration    40 | Cost: 3.606332e+01Iteration    41 | Cost: 3.606332e+01Iteration    42 | Cost: 3.606332e+01Iteration    43 | Cost: 3.606332e+01Iteration    44 | Cost: 3.606332e+01Iteration    45 | Cost: 3.606332e+01Iteration    46 | Cost: 3.606332e+01Iteration    47 | Cost: 3.606332e+01Iteration    48 | Cost: 3.606332e+01Iteration    49 | Cost: 3.606332e+01Iteration    50 | Cost: 3.606332e+01Iteration    51 | Cost: 3.606332e+01Iteration    52 | Cost: 3.606332e+01Iteration    53 | Cost: 3.606332e+01Iteration    54 | Cost: 3.606332e+01Iteration    55 | Cost: 3.606332e+01Iteration    56 | Cost: 3.606332e+01Iteration    57 | Cost: 3.606332e+01Iteration    58 | Cost: 3.606332e+01
Iteration     1 | Cost: 1.366982e+04Iteration     2 | Cost: 3.391040e+03Iteration     3 | Cost: 3.146634e+03Iteration     4 | Cost: 2.913009e+03Iteration     5 | Cost: 7.170887e+02Iteration     6 | Cost: 1.415687e+02Iteration     7 | Cost: 3.028534e+01Iteration     8 | Cost: 2.939181e+01Iteration     9 | Cost: 2.865737e+01Iteration    10 | Cost: 2.827925e+01Iteration    11 | Cost: 2.810732e+01Iteration    12 | Cost: 2.740875e+01Iteration    13 | Cost: 2.729776e+01Iteration    14 | Cost: 2.696661e+01Iteration    15 | Cost: 2.609161e+01Iteration    16 | Cost: 2.573928e+01Iteration    17 | Cost: 2.525786e+01Iteration    18 | Cost: 2.492644e+01Iteration    19 | Cost: 2.482325e+01Iteration    20 | Cost: 2.476658e+01Iteration    21 | Cost: 2.476562e+01Iteration    22 | Cost: 2.473129e+01Iteration    23 | Cost: 2.472485e+01Iteration    24 | Cost: 2.472258e+01Iteration    25 | Cost: 2.471553e+01Iteration    26 | Cost: 2.470550e+01Iteration    27 | Cost: 2.470517e+01Iteration    28 | Cost: 2.470468e+01Iteration    29 | Cost: 2.470419e+01Iteration    30 | Cost: 2.470374e+01Iteration    31 | Cost: 2.470256e+01Iteration    32 | Cost: 2.470198e+01Iteration    33 | Cost: 2.470166e+01Iteration    34 | Cost: 2.470130e+01Iteration    35 | Cost: 2.470052e+01Iteration    36 | Cost: 2.469964e+01Iteration    37 | Cost: 2.469927e+01Iteration    38 | Cost: 2.469907e+01Iteration    39 | Cost: 2.469906e+01Iteration    40 | Cost: 2.469899e+01Iteration    41 | Cost: 2.469899e+01Iteration    42 | Cost: 2.469899e+01Iteration    43 | Cost: 2.469899e+01Iteration    44 | Cost: 2.469899e+01Iteration    45 | Cost: 2.469899e+01Iteration    46 | Cost: 2.469899e+01Iteration    47 | Cost: 2.469899e+01Iteration    48 | Cost: 2.469899e+01Iteration    49 | Cost: 2.469899e+01Iteration    50 | Cost: 2.469899e+01Iteration    51 | Cost: 2.469899e+01Iteration    52 | Cost: 2.469899e+01Iteration    53 | Cost: 2.469899e+01Iteration    54 | Cost: 2.469899e+01Iteration    55 | Cost: 2.469899e+01Iteration    56 | Cost: 2.469899e+01Iteration    57 | Cost: 2.469899e+01Iteration    58 | Cost: 2.469899e+01Iteration    59 | Cost: 2.469899e+01Iteration    60 | Cost: 2.469899e+01Iteration    61 | Cost: 2.469899e+01Iteration    62 | Cost: 2.469899e+01Iteration    63 | Cost: 2.469899e+01Iteration    64 | Cost: 2.469899e+01
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Iteration     1 | Cost: 4.531125e+03Iteration     2 | Cost: 1.124841e+03Iteration     3 | Cost: 9.998719e+02Iteration     4 | Cost: 9.444778e+02Iteration     5 | Cost: 9.193653e+02Iteration     6 | Cost: 9.165379e+02Iteration     7 | Cost: 9.165260e+02Iteration     8 | Cost: 9.165256e+02Iteration     9 | Cost: 9.165256e+02Iteration    10 | Cost: 9.165256e+02Iteration    11 | Cost: 9.165256e+02Iteration    12 | Cost: 9.165256e+02Iteration    13 | Cost: 9.165256e+02
Iteration     1 | Cost: 4.484114e+03Iteration     2 | Cost: 1.105634e+03Iteration     3 | Cost: 9.801898e+02Iteration     4 | Cost: 9.284027e+02Iteration     5 | Cost: 9.068417e+02Iteration     6 | Cost: 9.043887e+02Iteration     7 | Cost: 9.043749e+02Iteration     8 | Cost: 9.043744e+02Iteration     9 | Cost: 9.043744e+02Iteration    10 | Cost: 9.043744e+02
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Iteration     1 | Cost: 4.535944e+03Iteration     2 | Cost: 8.114200e+02Iteration     3 | Cost: 7.778073e+02Iteration     4 | Cost: 7.364249e+02Iteration     5 | Cost: 7.306085e+02Iteration     6 | Cost: 7.236105e+02Iteration     7 | Cost: 7.158343e+02Iteration     8 | Cost: 7.137013e+02Iteration     9 | Cost: 7.105258e+02Iteration    10 | Cost: 7.089593e+02Iteration    11 | Cost: 7.087116e+02Iteration    12 | Cost: 7.071780e+02Iteration    13 | Cost: 7.062696e+02Iteration    14 | Cost: 7.062336e+02Iteration    15 | Cost: 7.059903e+02Iteration    16 | Cost: 7.059633e+02Iteration    17 | Cost: 7.059326e+02Iteration    18 | Cost: 7.059315e+02Iteration    19 | Cost: 7.059299e+02Iteration    20 | Cost: 7.059277e+02Iteration    21 | Cost: 7.059266e+02Iteration    22 | Cost: 7.059254e+02Iteration    23 | Cost: 7.059245e+02Iteration    24 | Cost: 7.059245e+02Iteration    25 | Cost: 7.059244e+02Iteration    26 | Cost: 7.059244e+02Iteration    27 | Cost: 7.059244e+02Iteration    28 | Cost: 7.059244e+02Iteration    29 | Cost: 7.059244e+02Iteration    30 | Cost: 7.059244e+02Iteration    31 | Cost: 7.059244e+02Iteration    32 | Cost: 7.059244e+02Iteration    33 | Cost: 7.059244e+02Iteration    34 | Cost: 7.059244e+02Iteration    35 | Cost: 7.059244e+02Iteration    36 | Cost: 7.059244e+02Iteration    37 | Cost: 7.059244e+02Iteration    38 | Cost: 7.059244e+02Iteration    39 | Cost: 7.059244e+02Iteration    40 | Cost: 7.059244e+02Iteration    41 | Cost: 7.059244e+02Iteration    42 | Cost: 7.059244e+02Iteration    43 | Cost: 7.059244e+02Iteration    44 | Cost: 7.059244e+02
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Iteration     1 | Cost: 3.520281e+03Iteration     2 | Cost: 6.405548e+02Iteration     3 | Cost: 6.073372e+02Iteration     4 | Cost: 5.943309e+02Iteration     5 | Cost: 5.834954e+02Iteration     6 | Cost: 5.814260e+02Iteration     7 | Cost: 5.749851e+02Iteration     8 | Cost: 5.738119e+02Iteration     9 | Cost: 5.728374e+02Iteration    10 | Cost: 5.724622e+02Iteration    11 | Cost: 5.722420e+02Iteration    12 | Cost: 5.721126e+02Iteration    13 | Cost: 5.720755e+02Iteration    14 | Cost: 5.720698e+02Iteration    15 | Cost: 5.720625e+02Iteration    16 | Cost: 5.720596e+02Iteration    17 | Cost: 5.720582e+02Iteration    18 | Cost: 5.720547e+02Iteration    19 | Cost: 5.720540e+02Iteration    20 | Cost: 5.720534e+02Iteration    21 | Cost: 5.720533e+02Iteration    22 | Cost: 5.720533e+02Iteration    23 | Cost: 5.720532e+02Iteration    24 | Cost: 5.720532e+02Iteration    25 | Cost: 5.720532e+02Iteration    26 | Cost: 5.720532e+02Iteration    27 | Cost: 5.720532e+02Iteration    28 | Cost: 5.720532e+02Iteration    29 | Cost: 5.720532e+02Iteration    30 | Cost: 5.720532e+02Iteration    31 | Cost: 5.720532e+02Iteration    32 | Cost: 5.720532e+02Iteration    33 | Cost: 5.720532e+02Iteration    34 | Cost: 5.720532e+02Iteration    35 | Cost: 5.720532e+02Iteration    36 | Cost: 5.720532e+02Iteration    37 | Cost: 5.720532e+02Iteration    38 | Cost: 5.720532e+02Iteration    39 | Cost: 5.720532e+02Iteration    40 | Cost: 5.720532e+02Iteration    41 | Cost: 5.720532e+02Iteration    42 | Cost: 5.720532e+02Iteration    43 | Cost: 5.720532e+02Iteration    44 | Cost: 5.720532e+02Iteration    45 | Cost: 5.720532e+02Iteration    46 | Cost: 5.720532e+02Iteration    47 | Cost: 5.720532e+02Iteration    48 | Cost: 5.720532e+02Iteration    49 | Cost: 5.720532e+02Iteration    50 | Cost: 5.720532e+02Iteration    51 | Cost: 5.720532e+02Iteration    52 | Cost: 5.720532e+02Iteration    53 | Cost: 5.720532e+02Iteration    54 | Cost: 5.720532e+02Iteration    55 | Cost: 5.720532e+02Iteration    56 | Cost: 5.720532e+02Iteration    57 | Cost: 5.720532e+02Iteration    58 | Cost: 5.720532e+02Iteration    59 | Cost: 5.720532e+02Iteration    60 | Cost: 5.720532e+02Iteration    61 | Cost: 5.720532e+02Iteration    63 | Cost: 5.720532e+02Iteration    64 | Cost: 5.720532e+02

Validation Curve

[lambda_vec, error_train, error_val] = ...
    validationCurve(Xtrain, ytrain, Xval, yval);

close all;
figure;
plot(lambda_vec, error_train, lambda_vec, error_val);
legend('Train', 'Cross Validation');
xlabel('lambda');
ylabel('Error');

Iteration     1 | Cost: 2.524355e-25Iteration     3 | Cost: 4.038968e-28
Iteration     1 | Cost: 1.237768e+04Iteration     2 | Cost: 2.736089e+03Iteration     3 | Cost: 1.626485e+02Iteration     4 | Cost: 8.976108e-01Iteration     5 | Cost: 5.072746e-01Iteration     6 | Cost: 6.607795e-02Iteration     7 | Cost: 2.315284e-03Iteration     8 | Cost: 2.498760e-06Iteration     9 | Cost: 0.000000e+00
Iteration     1 | Cost: 1.334890e+04Iteration     2 | Cost: 1.434344e+03Iteration     3 | Cost: 5.280468e+02Iteration     4 | Cost: 2.786508e+01Iteration     5 | Cost: 1.641114e+01Iteration     6 | Cost: 6.984784e+00Iteration     7 | Cost: 6.937273e+00Iteration     8 | Cost: 6.630989e+00Iteration     9 | Cost: 6.534822e+00Iteration    10 | Cost: 5.900534e+00Iteration    11 | Cost: 3.175873e+00Iteration    12 | Cost: 2.536160e+00Iteration    13 | Cost: 2.304030e+00Iteration    14 | Cost: 2.281594e+00Iteration    15 | Cost: 2.248913e+00Iteration    16 | Cost: 2.215993e+00Iteration    17 | Cost: 2.203956e+00Iteration    18 | Cost: 2.202942e+00Iteration    19 | Cost: 2.177410e+00Iteration    20 | Cost: 2.126160e+00Iteration    21 | Cost: 2.052443e+00Iteration    22 | Cost: 1.853172e+00Iteration    23 | Cost: 1.654718e+00Iteration    24 | Cost: 6.931698e-01Iteration    25 | Cost: 1.398942e-01Iteration    26 | Cost: 4.771938e-02Iteration    27 | Cost: 2.793428e-02Iteration    28 | Cost: 2.739234e-02Iteration    29 | Cost: 2.716061e-02Iteration    30 | Cost: 2.689353e-02Iteration    31 | Cost: 2.399277e-02Iteration    32 | Cost: 1.612048e-02Iteration    33 | Cost: 7.229123e-04Iteration    34 | Cost: 2.697023e-04Iteration    35 | Cost: 4.629544e-05Iteration    36 | Cost: 4.594509e-05Iteration    37 | Cost: 4.501603e-05Iteration    38 | Cost: 9.073907e-06Iteration    39 | Cost: 8.713452e-06Iteration    40 | Cost: 8.329228e-06Iteration    41 | Cost: 7.446502e-06Iteration    42 | Cost: 6.663296e-07Iteration    43 | Cost: 5.972011e-08Iteration    44 | Cost: 1.499911e-08Iteration    45 | Cost: 9.990680e-11Iteration    46 | Cost: 4.149837e-11Iteration    47 | Cost: 4.137290e-11Iteration    48 | Cost: 4.063772e-11Iteration    49 | Cost: 3.824352e-11Iteration    50 | Cost: 3.762785e-11Iteration    51 | Cost: 3.022654e-11Iteration    52 | Cost: 2.216809e-11Iteration    53 | Cost: 1.571186e-11Iteration    54 | Cost: 1.473059e-11Iteration    55 | Cost: 1.331990e-11Iteration    56 | Cost: 9.176674e-12Iteration    57 | Cost: 6.859001e-12Iteration    58 | Cost: 6.726417e-12Iteration    59 | Cost: 6.159600e-12Iteration    60 | Cost: 5.745174e-12Iteration    61 | Cost: 5.663369e-12Iteration    62 | Cost: 5.551157e-12Iteration    63 | Cost: 5.245557e-12Iteration    64 | Cost: 4.174934e-12Iteration    65 | Cost: 3.816271e-12Iteration    66 | Cost: 3.481047e-12Iteration    67 | Cost: 3.294752e-12Iteration    68 | Cost: 3.050198e-12Iteration    69 | Cost: 3.043315e-12Iteration    70 | Cost: 2.975537e-12Iteration    71 | Cost: 2.887661e-12Iteration    72 | Cost: 2.482354e-12Iteration    73 | Cost: 2.243282e-12Iteration    74 | Cost: 1.678484e-12Iteration    75 | Cost: 1.049059e-12Iteration    76 | Cost: 9.757526e-13Iteration    77 | Cost: 9.409066e-13Iteration    78 | Cost: 3.571549e-15Iteration    79 | Cost: 7.626544e-16Iteration    80 | Cost: 1.275921e-19Iteration    81 | Cost: 1.269660e-19Iteration    82 | Cost: 1.249044e-19Iteration    83 | Cost: 6.605919e-20Iteration    84 | Cost: 4.088989e-20Iteration    85 | Cost: 8.062219e-21Iteration    86 | Cost: 3.699342e-21Iteration    87 | Cost: 3.246179e-21Iteration    88 | Cost: 3.236061e-21Iteration    89 | Cost: 2.410812e-21Iteration    90 | Cost: 4.444014e-22Iteration    91 | Cost: 1.369614e-23Iteration    92 | Cost: 3.511344e-24Iteration    93 | Cost: 3.054806e-24Iteration    94 | Cost: 2.818796e-24Iteration    95 | Cost: 2.515335e-24Iteration    96 | Cost: 1.687885e-24Iteration    97 | Cost: 1.557561e-24Iteration    98 | Cost: 1.526595e-24Iteration    99 | Cost: 1.386174e-24Iteration   100 | Cost: 7.941957e-25Iteration   101 | Cost: 2.207969e-25Iteration   102 | Cost: 1.988518e-25Iteration   103 | Cost: 1.945436e-25Iteration   104 | Cost: 1.470184e-25Iteration   105 | Cost: 4.914078e-26Iteration   106 | Cost: 4.671739e-26Iteration   107 | Cost: 4.564034e-26
Iteration     1 | Cost: 6.219458e+03Iteration     2 | Cost: 1.434848e+01Iteration     3 | Cost: 2.212752e+00Iteration     4 | Cost: 3.268877e-02Iteration     5 | Cost: 7.200576e-03Iteration     6 | Cost: 1.760295e-04Iteration     7 | Cost: 1.717841e-04Iteration     8 | Cost: 1.567663e-04Iteration     9 | Cost: 6.613105e-05Iteration    10 | Cost: 2.945640e-05Iteration    11 | Cost: 1.777038e-06Iteration    12 | Cost: 7.360590e-07Iteration    13 | Cost: 5.119056e-07Iteration    14 | Cost: 8.520808e-24Iteration    15 | Cost: 3.430093e-25Iteration    16 | Cost: 2.019484e-28Iteration    17 | Cost: 1.009742e-28
Iteration     1 | Cost: 4.493253e+03Iteration     2 | Cost: 4.272338e+01Iteration     3 | Cost: 1.051569e+01Iteration     4 | Cost: 1.436854e-18Iteration     5 | Cost: 2.428360e-20Iteration     6 | Cost: 2.504160e-27Iteration     7 | Cost: 1.615587e-27Iteration     9 | Cost: 2.423381e-28
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| Cost: 6.503408e-10Iteration    57 | Cost: 6.472332e-10Iteration    58 | Cost: 5.611496e-10Iteration    59 | Cost: 5.068043e-10Iteration    60 | Cost: 5.062306e-10Iteration    61 | Cost: 4.960778e-10Iteration    62 | Cost: 4.732690e-10Iteration    63 | Cost: 3.903856e-10Iteration    64 | Cost: 3.866066e-10Iteration    65 | Cost: 3.774277e-10Iteration    66 | Cost: 3.584789e-10Iteration    67 | Cost: 3.361151e-10Iteration    68 | Cost: 3.308847e-10Iteration    69 | Cost: 2.877690e-10Iteration    70 | Cost: 2.251418e-10Iteration    71 | Cost: 1.938948e-10Iteration    72 | Cost: 1.929695e-10Iteration    73 | Cost: 1.840258e-10Iteration    74 | Cost: 1.817734e-10Iteration    75 | Cost: 1.787058e-10Iteration    76 | Cost: 1.603885e-10Iteration    77 | Cost: 1.182917e-10Iteration    78 | Cost: 6.438193e-11Iteration    79 | Cost: 4.208516e-11Iteration    80 | Cost: 4.149762e-11Iteration    81 | Cost: 3.432195e-11Iteration    82 | Cost: 3.273370e-11Iteration    83 | Cost: 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| Cost: 2.165964e-12Iteration   112 | Cost: 1.963786e-12Iteration   113 | Cost: 1.912398e-12Iteration   114 | Cost: 1.802336e-12Iteration   115 | Cost: 1.674743e-12Iteration   116 | Cost: 1.540351e-12Iteration   117 | Cost: 1.526664e-12Iteration   118 | Cost: 1.465308e-12Iteration   119 | Cost: 1.412788e-12Iteration   120 | Cost: 1.370941e-12Iteration   121 | Cost: 1.233578e-12Iteration   122 | Cost: 8.628163e-13Iteration   123 | Cost: 7.577631e-13Iteration   124 | Cost: 6.593245e-13Iteration   125 | Cost: 4.413939e-13Iteration   126 | Cost: 1.910604e-13Iteration   127 | Cost: 1.888193e-13Iteration   128 | Cost: 1.788524e-13Iteration   129 | Cost: 1.531949e-13Iteration   130 | Cost: 1.236506e-13Iteration   131 | Cost: 1.039745e-13Iteration   132 | Cost: 9.786703e-14Iteration   133 | Cost: 8.880579e-14Iteration   134 | Cost: 8.517866e-14Iteration   135 | Cost: 8.469834e-14Iteration   136 | Cost: 7.958890e-14Iteration   137 | Cost: 6.487106e-14Iteration   138 | Cost: 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Iteration     1 | Cost: 3.661798e+03Iteration     2 | Cost: 1.922910e+03Iteration     3 | Cost: 1.363093e+03Iteration     4 | Cost: 6.735816e+02Iteration     5 | Cost: 6.516500e+02Iteration     6 | Cost: 6.389691e+02Iteration     7 | Cost: 6.322620e+02Iteration     8 | Cost: 6.122336e+02Iteration     9 | Cost: 6.097548e+02Iteration    10 | Cost: 5.925747e+02Iteration    11 | Cost: 5.916662e+02Iteration    12 | Cost: 5.897771e+02Iteration    13 | Cost: 5.876933e+02Iteration    14 | Cost: 5.873606e+02Iteration    15 | Cost: 5.836219e+02Iteration    16 | Cost: 5.832308e+02Iteration    17 | Cost: 5.821378e+02Iteration    18 | Cost: 5.818893e+02Iteration    19 | Cost: 5.815198e+02Iteration    20 | Cost: 5.814632e+02Iteration    21 | Cost: 5.812563e+02Iteration    22 | Cost: 5.812076e+02Iteration    23 | Cost: 5.811532e+02Iteration    24 | Cost: 5.811334e+02Iteration    25 | Cost: 5.809558e+02Iteration    26 | Cost: 5.807678e+02Iteration    27 | Cost: 5.807167e+02Iteration    28 | Cost: 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| Cost: 5.801628e+02Iteration    57 | Cost: 5.801626e+02Iteration    58 | Cost: 5.801625e+02Iteration    59 | Cost: 5.801624e+02Iteration    60 | Cost: 5.801622e+02Iteration    61 | Cost: 5.801620e+02Iteration    62 | Cost: 5.801618e+02Iteration    63 | Cost: 5.801618e+02Iteration    64 | Cost: 5.801615e+02Iteration    65 | Cost: 5.801614e+02Iteration    66 | Cost: 5.801611e+02Iteration    67 | Cost: 5.801594e+02Iteration    68 | Cost: 5.801589e+02Iteration    69 | Cost: 5.801582e+02Iteration    70 | Cost: 5.801581e+02Iteration    71 | Cost: 5.801579e+02Iteration    72 | Cost: 5.801578e+02Iteration    73 | Cost: 5.801578e+02Iteration    74 | Cost: 5.801578e+02Iteration    75 | Cost: 5.801578e+02Iteration    76 | Cost: 5.801577e+02Iteration    77 | Cost: 5.801576e+02Iteration    78 | Cost: 5.801575e+02Iteration    79 | Cost: 5.801575e+02Iteration    80 | Cost: 5.801575e+02Iteration    81 | Cost: 5.801575e+02Iteration    82 | Cost: 5.801575e+02Iteration    83 | Cost: 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Iteration     1 | Cost: 8.700080e+03Iteration     2 | Cost: 3.082752e+03Iteration     3 | Cost: 2.031948e+03Iteration     4 | Cost: 1.183653e+03Iteration     5 | Cost: 1.146270e+03Iteration     6 | Cost: 8.665533e+02Iteration     7 | Cost: 8.042240e+02Iteration     8 | Cost: 7.107747e+02Iteration     9 | Cost: 6.914035e+02Iteration    10 | Cost: 6.329243e+02Iteration    11 | Cost: 6.079254e+02Iteration    12 | Cost: 5.545686e+02Iteration    13 | Cost: 5.256883e+02Iteration    14 | Cost: 4.978298e+02Iteration    15 | Cost: 4.927046e+02Iteration    16 | Cost: 4.891336e+02Iteration    17 | Cost: 4.881822e+02Iteration    18 | Cost: 4.861287e+02Iteration    19 | Cost: 4.833197e+02Iteration    20 | Cost: 4.813719e+02Iteration    21 | Cost: 4.790883e+02Iteration    22 | Cost: 4.734537e+02Iteration    23 | Cost: 4.722940e+02Iteration    24 | Cost: 4.681810e+02Iteration    25 | Cost: 4.679701e+02Iteration    26 | Cost: 4.671293e+02Iteration    27 | Cost: 4.667135e+02Iteration    28 | Cost: 4.657711e+02Iteration    29 | Cost: 4.653343e+02Iteration    30 | Cost: 4.643780e+02Iteration    31 | Cost: 4.640578e+02Iteration    32 | Cost: 4.629006e+02Iteration    33 | Cost: 4.626091e+02Iteration    34 | Cost: 4.622561e+02Iteration    35 | Cost: 4.622055e+02Iteration    36 | Cost: 4.621334e+02Iteration    37 | Cost: 4.611014e+02Iteration    38 | Cost: 4.607190e+02Iteration    39 | Cost: 4.602274e+02Iteration    40 | Cost: 4.602172e+02Iteration    41 | Cost: 4.601863e+02Iteration    42 | Cost: 4.601760e+02Iteration    43 | Cost: 4.601481e+02Iteration    44 | Cost: 4.601464e+02Iteration    45 | Cost: 4.601444e+02Iteration    46 | Cost: 4.601375e+02Iteration    47 | Cost: 4.601303e+02Iteration    48 | Cost: 4.601284e+02Iteration    49 | Cost: 4.601262e+02Iteration    50 | Cost: 4.601235e+02Iteration    51 | Cost: 4.601232e+02Iteration    52 | Cost: 4.601215e+02Iteration    53 | Cost: 4.601212e+02Iteration    54 | Cost: 4.601196e+02Iteration    55 | Cost: 4.601184e+02Iteration    56 | Cost: 4.601182e+02Iteration    57 | Cost: 4.601170e+02Iteration    58 | Cost: 4.601167e+02Iteration    59 | Cost: 4.601161e+02Iteration    60 | Cost: 4.601158e+02Iteration    61 | Cost: 4.601158e+02Iteration    62 | Cost: 4.601158e+02Iteration    63 | Cost: 4.601157e+02Iteration    64 | Cost: 4.601156e+02Iteration    65 | Cost: 4.601156e+02Iteration    66 | Cost: 4.601156e+02Iteration    67 | Cost: 4.601156e+02Iteration    68 | Cost: 4.601156e+02Iteration    69 | Cost: 4.601156e+02Iteration    70 | Cost: 4.601156e+02Iteration    71 | Cost: 4.601156e+02Iteration    72 | Cost: 4.601156e+02Iteration    73 | Cost: 4.601156e+02Iteration    74 | Cost: 4.601156e+02Iteration    75 | Cost: 4.601156e+02Iteration    76 | Cost: 4.601156e+02Iteration    77 | Cost: 4.601156e+02Iteration    78 | Cost: 4.601155e+02Iteration    79 | Cost: 4.601155e+02Iteration    80 | Cost: 4.601155e+02Iteration    81 | Cost: 4.601155e+02Iteration    82 | Cost: 4.601155e+02Iteration    83 | Cost: 4.601155e+02Iteration    84 | Cost: 4.601155e+02Iteration    85 | Cost: 4.601155e+02Iteration    86 | Cost: 4.601155e+02Iteration    87 | Cost: 4.601155e+02Iteration    88 | Cost: 4.601155e+02Iteration    89 | Cost: 4.601155e+02Iteration    90 | Cost: 4.601155e+02Iteration    91 | Cost: 4.601155e+02Iteration    92 | Cost: 4.601155e+02Iteration    93 | Cost: 4.601155e+02Iteration    94 | Cost: 4.601155e+02Iteration    95 | Cost: 4.601155e+02Iteration    96 | Cost: 4.601155e+02Iteration    97 | Cost: 4.601155e+02Iteration    98 | Cost: 4.601155e+02Iteration    99 | Cost: 4.601155e+02Iteration   100 | Cost: 4.601155e+02Iteration   101 | Cost: 4.601155e+02Iteration   102 | Cost: 4.601155e+02Iteration   103 | Cost: 4.601155e+02Iteration   104 | Cost: 4.601155e+02Iteration   105 | Cost: 4.601155e+02Iteration   106 | Cost: 4.601155e+02Iteration   107 | Cost: 4.601155e+02Iteration   108 | Cost: 4.601155e+02Iteration   109 | Cost: 4.601155e+02Iteration   110 | Cost: 4.601155e+02Iteration   111 | Cost: 4.601155e+02Iteration   112 | Cost: 4.601155e+02Iteration   113 | Cost: 4.601155e+02Iteration   114 | Cost: 4.601155e+02Iteration   115 | Cost: 4.601155e+02Iteration   116 | Cost: 4.601155e+02Iteration   117 | Cost: 4.601155e+02Iteration   118 | Cost: 4.601155e+02Iteration   119 | Cost: 4.601155e+02Iteration   120 | Cost: 4.601155e+02Iteration   121 | Cost: 4.601155e+02Iteration   122 | Cost: 4.601155e+02Iteration   123 | Cost: 4.601155e+02Iteration   124 | Cost: 4.601155e+02Iteration   125 | Cost: 4.601155e+02Iteration   126 | Cost: 4.601155e+02Iteration   127 | Cost: 4.601155e+02Iteration   128 | Cost: 4.601155e+02Iteration   129 | Cost: 4.601155e+02Iteration   130 | Cost: 4.601155e+02Iteration   131 | Cost: 4.601155e+02Iteration   132 | Cost: 4.601155e+02Iteration   133 | Cost: 4.601155e+02Iteration   134 | Cost: 4.601155e+02Iteration   135 | Cost: 4.601155e+02Iteration   136 | Cost: 4.601155e+02
Iteration     1 | Cost: 7.947624e+03Iteration     2 | Cost: 2.934654e+03Iteration     3 | Cost: 2.019974e+03Iteration     4 | Cost: 1.098640e+03Iteration     5 | Cost: 8.452397e+02Iteration     6 | Cost: 5.516133e+02Iteration     7 | Cost: 5.438152e+02Iteration     8 | Cost: 5.138365e+02Iteration     9 | Cost: 4.949691e+02Iteration    10 | Cost: 4.899402e+02Iteration    11 | Cost: 4.824576e+02Iteration    12 | Cost: 4.798226e+02Iteration    13 | Cost: 4.766600e+02Iteration    14 | Cost: 4.682533e+02Iteration    15 | Cost: 4.643924e+02Iteration    16 | Cost: 4.589832e+02Iteration    17 | Cost: 4.587553e+02Iteration    18 | Cost: 4.582057e+02Iteration    19 | Cost: 4.580295e+02Iteration    20 | Cost: 4.523651e+02Iteration    21 | Cost: 4.503431e+02Iteration    22 | Cost: 4.490002e+02Iteration    23 | Cost: 4.485716e+02Iteration    24 | Cost: 4.457227e+02Iteration    25 | Cost: 4.455909e+02Iteration    26 | Cost: 4.455785e+02Iteration    27 | Cost: 4.455517e+02Iteration    28 | Cost: 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| Cost: 4.454240e+02Iteration    57 | Cost: 4.454240e+02Iteration    58 | Cost: 4.454240e+02Iteration    59 | Cost: 4.454239e+02Iteration    60 | Cost: 4.454237e+02Iteration    61 | Cost: 4.454236e+02Iteration    62 | Cost: 4.454235e+02Iteration    63 | Cost: 4.454234e+02Iteration    64 | Cost: 4.454233e+02Iteration    65 | Cost: 4.454232e+02Iteration    66 | Cost: 4.454232e+02Iteration    67 | Cost: 4.454231e+02Iteration    68 | Cost: 4.454231e+02Iteration    69 | Cost: 4.454231e+02Iteration    70 | Cost: 4.454230e+02Iteration    71 | Cost: 4.454230e+02Iteration    72 | Cost: 4.454230e+02Iteration    73 | Cost: 4.454230e+02Iteration    74 | Cost: 4.454229e+02Iteration    75 | Cost: 4.454229e+02Iteration    76 | Cost: 4.454229e+02Iteration    77 | Cost: 4.454229e+02Iteration    78 | Cost: 4.454229e+02Iteration    79 | Cost: 4.454229e+02Iteration    80 | Cost: 4.454229e+02Iteration    81 | Cost: 4.454229e+02Iteration    82 | Cost: 4.454228e+02Iteration    83 | Cost: 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| Cost: 4.454228e+02Iteration   112 | Cost: 4.454228e+02Iteration   113 | Cost: 4.454228e+02Iteration   114 | Cost: 4.454228e+02Iteration   115 | Cost: 4.454228e+02Iteration   116 | Cost: 4.454228e+02Iteration   117 | Cost: 4.454228e+02Iteration   118 | Cost: 4.454228e+02Iteration   119 | Cost: 4.454228e+02Iteration   120 | Cost: 4.454228e+02Iteration   121 | Cost: 4.454228e+02Iteration   122 | Cost: 4.454228e+02Iteration   123 | Cost: 4.454228e+02Iteration   124 | Cost: 4.454228e+02Iteration   125 | Cost: 4.454228e+02Iteration   126 | Cost: 4.454228e+02Iteration   127 | Cost: 4.454228e+02Iteration   128 | Cost: 4.454228e+02Iteration   129 | Cost: 4.454228e+02Iteration   130 | Cost: 4.454228e+02Iteration   131 | Cost: 4.454228e+02Iteration   132 | Cost: 4.454228e+02Iteration   133 | Cost: 4.454228e+02Iteration   134 | Cost: 4.454228e+02Iteration   135 | Cost: 4.454228e+02Iteration   136 | Cost: 4.454228e+02Iteration   137 | Cost: 4.454228e+02Iteration   138 | Cost: 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Iteration     1 | Cost: 3.294988e+03Iteration     2 | Cost: 5.018746e+02Iteration     3 | Cost: 4.832502e+02Iteration     4 | Cost: 4.414980e+02Iteration     5 | Cost: 4.263335e+02Iteration     6 | Cost: 4.257010e+02Iteration     7 | Cost: 4.255257e+02Iteration     8 | Cost: 4.254615e+02Iteration     9 | Cost: 4.254615e+02Iteration    10 | Cost: 4.254615e+02
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Iteration     1 | Cost: 1.641470e+04Iteration     2 | Cost: 3.180928e+03Iteration     3 | Cost: 1.703001e+03Iteration     4 | Cost: 1.491137e+03Iteration     5 | Cost: 1.271536e+03Iteration     6 | Cost: 5.960893e+02Iteration     7 | Cost: 5.926598e+02Iteration     8 | Cost: 5.915690e+02Iteration     9 | Cost: 5.801731e+02Iteration    10 | Cost: 5.672264e+02Iteration    11 | Cost: 5.651015e+02Iteration    12 | Cost: 5.622154e+02Iteration    13 | Cost: 5.598333e+02Iteration    14 | Cost: 5.548234e+02Iteration    15 | Cost: 5.517466e+02Iteration    16 | Cost: 5.438223e+02Iteration    17 | Cost: 5.433984e+02Iteration    18 | Cost: 5.433891e+02Iteration    19 | Cost: 5.430476e+02Iteration    20 | Cost: 5.420718e+02Iteration    21 | Cost: 5.416791e+02Iteration    22 | Cost: 5.416748e+02Iteration    23 | Cost: 5.410951e+02Iteration    24 | Cost: 5.406720e+02Iteration    25 | Cost: 5.403408e+02Iteration    26 | Cost: 5.402163e+02Iteration    27 | Cost: 5.399528e+02Iteration    28 | Cost: 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| Cost: 4.604712e+02Iteration   167 | Cost: 4.604712e+02Iteration   168 | Cost: 4.604712e+02Iteration   169 | Cost: 4.604712e+02Iteration   170 | Cost: 4.604712e+02Iteration   171 | Cost: 4.604712e+02Iteration   172 | Cost: 4.604712e+02Iteration   173 | Cost: 4.604712e+02Iteration   174 | Cost: 4.604712e+02Iteration   175 | Cost: 4.604712e+02Iteration   176 | Cost: 4.604712e+02Iteration   177 | Cost: 4.604712e+02Iteration   178 | Cost: 4.604712e+02Iteration   180 | Cost: 4.604712e+02Iteration   181 | Cost: 4.604712e+02Iteration   182 | Cost: 4.604712e+02Iteration   183 | Cost: 4.604712e+02
Iteration     1 | Cost: 7.947695e+03Iteration     2 | Cost: 2.934776e+03Iteration     3 | Cost: 2.020107e+03Iteration     4 | Cost: 1.098775e+03Iteration     5 | Cost: 8.454115e+02Iteration     6 | Cost: 5.518297e+02Iteration     7 | Cost: 5.440482e+02Iteration     8 | Cost: 5.141424e+02Iteration     9 | Cost: 4.948954e+02Iteration    10 | Cost: 4.898827e+02Iteration    11 | Cost: 4.793681e+02Iteration    12 | Cost: 4.773901e+02Iteration    13 | Cost: 4.625882e+02Iteration    14 | Cost: 4.608757e+02Iteration    15 | Cost: 4.587327e+02Iteration    16 | Cost: 4.584617e+02Iteration    17 | Cost: 4.565299e+02Iteration    18 | Cost: 4.554764e+02Iteration    19 | Cost: 4.547117e+02Iteration    20 | Cost: 4.544549e+02Iteration    21 | Cost: 4.524877e+02Iteration    22 | Cost: 4.509778e+02Iteration    23 | Cost: 4.491248e+02Iteration    24 | Cost: 4.485202e+02Iteration    25 | Cost: 4.478232e+02Iteration    26 | Cost: 4.475886e+02Iteration    27 | Cost: 4.474191e+02Iteration    28 | Cost: 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| Cost: 4.457805e+02Iteration    57 | Cost: 4.457800e+02Iteration    58 | Cost: 4.457770e+02Iteration    59 | Cost: 4.457765e+02Iteration    60 | Cost: 4.457742e+02Iteration    61 | Cost: 4.457727e+02Iteration    62 | Cost: 4.457716e+02Iteration    63 | Cost: 4.457711e+02Iteration    64 | Cost: 4.457708e+02Iteration    65 | Cost: 4.457707e+02Iteration    66 | Cost: 4.457704e+02Iteration    67 | Cost: 4.457702e+02Iteration    68 | Cost: 4.457701e+02Iteration    69 | Cost: 4.457699e+02Iteration    70 | Cost: 4.457693e+02Iteration    71 | Cost: 4.457690e+02Iteration    72 | Cost: 4.457687e+02Iteration    73 | Cost: 4.457676e+02Iteration    74 | Cost: 4.457674e+02Iteration    75 | Cost: 4.457673e+02Iteration    76 | Cost: 4.457672e+02Iteration    77 | Cost: 4.457671e+02Iteration    78 | Cost: 4.457670e+02Iteration    79 | Cost: 4.457669e+02Iteration    80 | Cost: 4.457669e+02Iteration    81 | Cost: 4.457669e+02Iteration    82 | Cost: 4.457669e+02Iteration    83 | Cost: 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Iteration     1 | Cost: 4.313724e+03Iteration     2 | Cost: 8.968172e+02Iteration     3 | Cost: 7.618601e+02Iteration     4 | Cost: 6.888638e+02Iteration     5 | Cost: 6.294565e+02Iteration     6 | Cost: 6.193212e+02Iteration     7 | Cost: 6.170756e+02Iteration     8 | Cost: 6.149922e+02Iteration     9 | Cost: 6.142905e+02Iteration    10 | Cost: 6.141288e+02Iteration    11 | Cost: 6.140663e+02Iteration    12 | Cost: 6.138479e+02Iteration    13 | Cost: 6.136434e+02Iteration    14 | Cost: 6.135594e+02Iteration    15 | Cost: 6.134604e+02Iteration    16 | Cost: 6.134290e+02Iteration    17 | Cost: 6.134238e+02Iteration    18 | Cost: 6.134158e+02Iteration    19 | Cost: 6.134149e+02Iteration    20 | Cost: 6.134123e+02Iteration    21 | Cost: 6.134111e+02Iteration    22 | Cost: 6.134080e+02Iteration    23 | Cost: 6.134079e+02Iteration    24 | Cost: 6.134077e+02Iteration    25 | Cost: 6.134077e+02Iteration    26 | Cost: 6.134077e+02Iteration    27 | Cost: 6.134077e+02Iteration    28 | Cost: 6.134077e+02Iteration    29 | Cost: 6.134076e+02Iteration    30 | Cost: 6.134076e+02Iteration    31 | Cost: 6.134076e+02Iteration    32 | Cost: 6.134076e+02Iteration    33 | Cost: 6.134076e+02Iteration    34 | Cost: 6.134076e+02Iteration    35 | Cost: 6.134076e+02Iteration    36 | Cost: 6.134076e+02Iteration    37 | Cost: 6.134076e+02Iteration    38 | Cost: 6.134076e+02Iteration    39 | Cost: 6.134076e+02Iteration    40 | Cost: 6.134076e+02Iteration    41 | Cost: 6.134076e+02Iteration    42 | Cost: 6.134076e+02Iteration    43 | Cost: 6.134076e+02Iteration    44 | Cost: 6.134076e+02Iteration    45 | Cost: 6.134076e+02Iteration    46 | Cost: 6.134076e+02Iteration    47 | Cost: 6.134076e+02Iteration    48 | Cost: 6.134076e+02Iteration    49 | Cost: 6.134076e+02Iteration    50 | Cost: 6.134076e+02Iteration    51 | Cost: 6.134076e+02Iteration    52 | Cost: 6.134076e+02Iteration    53 | Cost: 6.134076e+02Iteration    54 | Cost: 6.134076e+02Iteration    55 | Cost: 6.134076e+02Iteration    56 | Cost: 6.134076e+02Iteration    57 | Cost: 6.134076e+02Iteration    59 | Cost: 6.134076e+02Iteration    60 | Cost: 6.134076e+02Iteration    61 | Cost: 6.134076e+02Iteration    62 | Cost: 6.134076e+02Iteration    63 | Cost: 6.134076e+02Iteration    64 | Cost: 6.134076e+02
Iteration     1 | Cost: 4.270802e+03Iteration     2 | Cost: 8.824049e+02Iteration     3 | Cost: 7.464106e+02Iteration     4 | Cost: 6.775717e+02Iteration     5 | Cost: 6.303499e+02Iteration     6 | Cost: 6.268390e+02Iteration     7 | Cost: 6.222470e+02Iteration     8 | Cost: 6.195930e+02Iteration     9 | Cost: 6.168719e+02Iteration    10 | Cost: 6.158424e+02Iteration    11 | Cost: 6.154148e+02Iteration    12 | Cost: 6.140336e+02Iteration    13 | Cost: 6.135531e+02Iteration    14 | Cost: 6.133704e+02Iteration    15 | Cost: 6.131034e+02Iteration    16 | Cost: 6.130824e+02Iteration    17 | Cost: 6.130300e+02Iteration    18 | Cost: 6.130100e+02Iteration    19 | Cost: 6.129589e+02Iteration    20 | Cost: 6.129468e+02Iteration    21 | Cost: 6.129387e+02Iteration    22 | Cost: 6.129351e+02Iteration    23 | Cost: 6.129300e+02Iteration    24 | Cost: 6.129250e+02Iteration    25 | Cost: 6.129238e+02Iteration    26 | Cost: 6.129200e+02Iteration    27 | Cost: 6.129188e+02Iteration    28 | Cost: 6.129172e+02Iteration    29 | Cost: 6.129171e+02Iteration    30 | Cost: 6.129165e+02Iteration    31 | Cost: 6.129163e+02Iteration    32 | Cost: 6.129153e+02Iteration    33 | Cost: 6.129152e+02Iteration    34 | Cost: 6.129152e+02Iteration    35 | Cost: 6.129151e+02Iteration    36 | Cost: 6.129151e+02Iteration    37 | Cost: 6.129151e+02Iteration    38 | Cost: 6.129151e+02Iteration    39 | Cost: 6.129150e+02Iteration    40 | Cost: 6.129150e+02Iteration    41 | Cost: 6.129150e+02Iteration    42 | Cost: 6.129150e+02Iteration    43 | Cost: 6.129150e+02Iteration    44 | Cost: 6.129150e+02Iteration    45 | Cost: 6.129150e+02Iteration    46 | Cost: 6.129150e+02Iteration    47 | Cost: 6.129150e+02Iteration    48 | Cost: 6.129150e+02Iteration    49 | Cost: 6.129150e+02Iteration    50 | Cost: 6.129150e+02Iteration    51 | Cost: 6.129150e+02Iteration    52 | Cost: 6.129150e+02Iteration    53 | Cost: 6.129150e+02Iteration    54 | Cost: 6.129150e+02Iteration    55 | Cost: 6.129150e+02Iteration    56 | Cost: 6.129150e+02Iteration    57 | Cost: 6.129150e+02Iteration    58 | Cost: 6.129150e+02Iteration    59 | Cost: 6.129150e+02Iteration    60 | Cost: 6.129150e+02Iteration    61 | Cost: 6.129150e+02Iteration    62 | Cost: 6.129150e+02Iteration    63 | Cost: 6.129150e+02Iteration    64 | Cost: 6.129150e+02Iteration    65 | Cost: 6.129150e+02Iteration    66 | Cost: 6.129150e+02Iteration    67 | Cost: 6.129150e+02Iteration    69 | Cost: 6.129150e+02
Iteration     1 | Cost: 4.288347e+03Iteration     2 | Cost: 8.756489e+02Iteration     3 | Cost: 7.366103e+02Iteration     4 | Cost: 6.675116e+02Iteration     5 | Cost: 6.204431e+02Iteration     6 | Cost: 6.157176e+02Iteration     7 | Cost: 6.091718e+02Iteration     8 | Cost: 6.048510e+02Iteration     9 | Cost: 6.044767e+02Iteration    10 | Cost: 6.043588e+02Iteration    11 | Cost: 6.038872e+02Iteration    12 | Cost: 6.038486e+02Iteration    13 | Cost: 6.035641e+02Iteration    14 | Cost: 6.034828e+02Iteration    15 | Cost: 6.033980e+02Iteration    16 | Cost: 6.033836e+02Iteration    17 | Cost: 6.033701e+02Iteration    18 | Cost: 6.033644e+02Iteration    19 | Cost: 6.033634e+02Iteration    20 | Cost: 6.033592e+02Iteration    21 | Cost: 6.033589e+02Iteration    22 | Cost: 6.033585e+02Iteration    23 | Cost: 6.033583e+02Iteration    24 | Cost: 6.033578e+02Iteration    25 | Cost: 6.033572e+02Iteration    26 | Cost: 6.033570e+02Iteration    27 | Cost: 6.033568e+02Iteration    28 | Cost: 6.033564e+02Iteration    29 | Cost: 6.033562e+02Iteration    30 | Cost: 6.033562e+02Iteration    31 | Cost: 6.033562e+02Iteration    32 | Cost: 6.033562e+02Iteration    33 | Cost: 6.033562e+02Iteration    34 | Cost: 6.033562e+02Iteration    35 | Cost: 6.033562e+02Iteration    36 | Cost: 6.033562e+02Iteration    37 | Cost: 6.033562e+02Iteration    38 | Cost: 6.033562e+02Iteration    39 | Cost: 6.033562e+02Iteration    40 | Cost: 6.033562e+02Iteration    41 | Cost: 6.033562e+02Iteration    42 | Cost: 6.033562e+02Iteration    43 | Cost: 6.033562e+02Iteration    44 | Cost: 6.033562e+02Iteration    45 | Cost: 6.033562e+02Iteration    46 | Cost: 6.033562e+02Iteration    47 | Cost: 6.033562e+02Iteration    48 | Cost: 6.033562e+02Iteration    49 | Cost: 6.033562e+02Iteration    50 | Cost: 6.033562e+02Iteration    51 | Cost: 6.033562e+02Iteration    52 | Cost: 6.033562e+02Iteration    53 | Cost: 6.033562e+02Iteration    54 | Cost: 6.033562e+02Iteration    55 | Cost: 6.033562e+02Iteration    56 | Cost: 6.033562e+02Iteration    57 | Cost: 6.033562e+02Iteration    58 | Cost: 6.033562e+02Iteration    59 | Cost: 6.033562e+02Iteration    60 | Cost: 6.033562e+02Iteration    61 | Cost: 6.033562e+02Iteration    62 | Cost: 6.033562e+02Iteration    63 | Cost: 6.033562e+02
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Iteration     1 | Cost: 4.283107e+03Iteration     2 | Cost: 8.465769e+02Iteration     3 | Cost: 7.076115e+02Iteration     4 | Cost: 6.445991e+02Iteration     5 | Cost: 5.983295e+02Iteration     6 | Cost: 5.915683e+02Iteration     7 | Cost: 5.880120e+02Iteration     8 | Cost: 5.866570e+02Iteration     9 | Cost: 5.837666e+02Iteration    10 | Cost: 5.836907e+02Iteration    11 | Cost: 5.836189e+02Iteration    12 | Cost: 5.835074e+02Iteration    13 | Cost: 5.834788e+02Iteration    14 | Cost: 5.834608e+02Iteration    15 | Cost: 5.834365e+02Iteration    16 | Cost: 5.834283e+02Iteration    17 | Cost: 5.834231e+02Iteration    18 | Cost: 5.834103e+02Iteration    19 | Cost: 5.834040e+02Iteration    20 | Cost: 5.833953e+02Iteration    21 | Cost: 5.833880e+02Iteration    22 | Cost: 5.833870e+02Iteration    23 | Cost: 5.833858e+02Iteration    24 | Cost: 5.833855e+02Iteration    25 | Cost: 5.833851e+02Iteration    26 | Cost: 5.833845e+02Iteration    27 | Cost: 5.833838e+02Iteration    28 | Cost: 5.833825e+02Iteration    29 | Cost: 5.833824e+02Iteration    30 | Cost: 5.833820e+02Iteration    31 | Cost: 5.833820e+02Iteration    32 | Cost: 5.833819e+02Iteration    33 | Cost: 5.833819e+02Iteration    34 | Cost: 5.833819e+02Iteration    35 | Cost: 5.833819e+02Iteration    36 | Cost: 5.833819e+02Iteration    37 | Cost: 5.833819e+02Iteration    38 | Cost: 5.833819e+02Iteration    39 | Cost: 5.833819e+02Iteration    40 | Cost: 5.833819e+02Iteration    41 | Cost: 5.833819e+02Iteration    42 | Cost: 5.833819e+02Iteration    43 | Cost: 5.833819e+02Iteration    44 | Cost: 5.833819e+02Iteration    45 | Cost: 5.833819e+02Iteration    46 | Cost: 5.833819e+02Iteration    47 | Cost: 5.833819e+02Iteration    48 | Cost: 5.833819e+02Iteration    49 | Cost: 5.833819e+02Iteration    50 | Cost: 5.833819e+02Iteration    51 | Cost: 5.833819e+02Iteration    52 | Cost: 5.833819e+02Iteration    53 | Cost: 5.833819e+02Iteration    54 | Cost: 5.833819e+02Iteration    55 | Cost: 5.833819e+02Iteration    56 | Cost: 5.833819e+02Iteration    57 | Cost: 5.833819e+02Iteration    58 | Cost: 5.833819e+02Iteration    59 | Cost: 5.833819e+02Iteration    60 | Cost: 5.833819e+02Iteration    61 | Cost: 5.833819e+02Iteration    62 | Cost: 5.833819e+02Iteration    63 | Cost: 5.833819e+02Iteration    64 | Cost: 5.833819e+02Iteration    65 | Cost: 5.833819e+02Iteration    66 | Cost: 5.833819e+02Iteration    67 | Cost: 5.833819e+02Iteration    68 | Cost: 5.833819e+02Iteration    69 | Cost: 5.833819e+02Iteration    70 | Cost: 5.833819e+02Iteration    71 | Cost: 5.833819e+02Iteration    72 | Cost: 5.833819e+02Iteration    74 | Cost: 5.833819e+02Iteration    75 | Cost: 5.833819e+02Iteration    76 | Cost: 5.833819e+02Iteration    77 | Cost: 5.833819e+02Iteration    78 | Cost: 5.833819e+02
Iteration     1 | Cost: 4.374039e+03Iteration     2 | Cost: 7.977968e+02Iteration     3 | Cost: 6.877823e+02Iteration     4 | Cost: 6.395456e+02Iteration     5 | Cost: 5.859987e+02Iteration     6 | Cost: 5.765970e+02Iteration     7 | Cost: 5.760028e+02Iteration     8 | Cost: 5.753944e+02Iteration     9 | Cost: 5.751096e+02Iteration    10 | Cost: 5.750480e+02Iteration    11 | Cost: 5.749715e+02Iteration    12 | Cost: 5.749700e+02Iteration    13 | Cost: 5.749656e+02Iteration    14 | Cost: 5.749628e+02Iteration    15 | Cost: 5.749624e+02Iteration    16 | Cost: 5.749606e+02Iteration    17 | Cost: 5.749594e+02Iteration    18 | Cost: 5.749589e+02Iteration    19 | Cost: 5.749584e+02Iteration    20 | Cost: 5.749573e+02Iteration    21 | Cost: 5.749569e+02Iteration    22 | Cost: 5.749550e+02Iteration    23 | Cost: 5.749543e+02Iteration    24 | Cost: 5.749542e+02Iteration    25 | Cost: 5.749539e+02Iteration    26 | Cost: 5.749538e+02Iteration    27 | Cost: 5.749536e+02Iteration    28 | Cost: 5.749536e+02Iteration    29 | Cost: 5.749536e+02Iteration    30 | Cost: 5.749536e+02Iteration    31 | Cost: 5.749536e+02Iteration    32 | Cost: 5.749536e+02Iteration    33 | Cost: 5.749536e+02Iteration    34 | Cost: 5.749536e+02Iteration    35 | Cost: 5.749536e+02Iteration    36 | Cost: 5.749536e+02Iteration    37 | Cost: 5.749536e+02Iteration    38 | Cost: 5.749536e+02Iteration    39 | Cost: 5.749536e+02Iteration    40 | Cost: 5.749536e+02Iteration    41 | Cost: 5.749536e+02Iteration    42 | Cost: 5.749536e+02Iteration    43 | Cost: 5.749536e+02Iteration    44 | Cost: 5.749536e+02Iteration    45 | Cost: 5.749536e+02Iteration    46 | Cost: 5.749536e+02Iteration    47 | Cost: 5.749536e+02Iteration    48 | Cost: 5.749536e+02Iteration    49 | Cost: 5.749536e+02Iteration    50 | Cost: 5.749536e+02Iteration    51 | Cost: 5.749536e+02Iteration    52 | Cost: 5.749536e+02Iteration    53 | Cost: 5.749536e+02Iteration    54 | Cost: 5.749536e+02Iteration    55 | Cost: 5.749536e+02Iteration    56 | Cost: 5.749536e+02Iteration    57 | Cost: 5.749536e+02Iteration    58 | Cost: 5.749536e+02Iteration    59 | Cost: 5.749536e+02Iteration    60 | Cost: 5.749536e+02Iteration    61 | Cost: 5.749536e+02Iteration    62 | Cost: 5.749536e+02Iteration    63 | Cost: 5.749536e+02Iteration    64 | Cost: 5.749536e+02Iteration    65 | Cost: 5.749536e+02Iteration    66 | Cost: 5.749536e+02
Iteration     1 | Cost: 4.455644e+03Iteration     2 | Cost: 7.584521e+02Iteration     3 | Cost: 6.722328e+02Iteration     4 | Cost: 6.309765e+02Iteration     5 | Cost: 5.796159e+02Iteration     6 | Cost: 5.739590e+02Iteration     7 | Cost: 5.714537e+02Iteration     8 | Cost: 5.687845e+02Iteration     9 | Cost: 5.674213e+02Iteration    10 | Cost: 5.670896e+02Iteration    11 | Cost: 5.666486e+02Iteration    12 | Cost: 5.666313e+02Iteration    13 | Cost: 5.665876e+02Iteration    14 | Cost: 5.665601e+02Iteration    15 | Cost: 5.665259e+02Iteration    16 | Cost: 5.665165e+02Iteration    17 | Cost: 5.665060e+02Iteration    18 | Cost: 5.665043e+02Iteration    19 | Cost: 5.665003e+02Iteration    20 | Cost: 5.664959e+02Iteration    21 | Cost: 5.664926e+02Iteration    22 | Cost: 5.664918e+02Iteration    23 | Cost: 5.664910e+02Iteration    24 | Cost: 5.664892e+02Iteration    25 | Cost: 5.664889e+02Iteration    26 | Cost: 5.664885e+02Iteration    27 | Cost: 5.664881e+02Iteration    28 | Cost: 5.664880e+02Iteration    29 | Cost: 5.664877e+02Iteration    30 | Cost: 5.664877e+02Iteration    31 | Cost: 5.664876e+02Iteration    32 | Cost: 5.664876e+02Iteration    33 | Cost: 5.664876e+02Iteration    34 | Cost: 5.664875e+02Iteration    35 | Cost: 5.664875e+02Iteration    36 | Cost: 5.664875e+02Iteration    37 | Cost: 5.664875e+02Iteration    38 | Cost: 5.664875e+02Iteration    39 | Cost: 5.664875e+02Iteration    40 | Cost: 5.664875e+02Iteration    41 | Cost: 5.664875e+02Iteration    42 | Cost: 5.664875e+02Iteration    43 | Cost: 5.664875e+02Iteration    44 | Cost: 5.664875e+02Iteration    45 | Cost: 5.664875e+02Iteration    46 | Cost: 5.664875e+02Iteration    47 | Cost: 5.664875e+02Iteration    48 | Cost: 5.664875e+02Iteration    49 | Cost: 5.664875e+02Iteration    50 | Cost: 5.664875e+02Iteration    51 | Cost: 5.664875e+02Iteration    52 | Cost: 5.664875e+02Iteration    53 | Cost: 5.664875e+02Iteration    54 | Cost: 5.664875e+02Iteration    55 | Cost: 5.664875e+02Iteration    56 | Cost: 5.664875e+02Iteration    57 | Cost: 5.664875e+02Iteration    58 | Cost: 5.664875e+02Iteration    59 | Cost: 5.664875e+02Iteration    60 | Cost: 5.664875e+02Iteration    61 | Cost: 5.664875e+02Iteration    62 | Cost: 5.664875e+02Iteration    63 | Cost: 5.664875e+02Iteration    64 | Cost: 5.664875e+02Iteration    65 | Cost: 5.664875e+02Iteration    66 | Cost: 5.664875e+02Iteration    67 | Cost: 5.664875e+02Iteration    68 | Cost: 5.664875e+02Iteration    69 | Cost: 5.664875e+02Iteration    70 | Cost: 5.664875e+02Iteration    71 | Cost: 5.664875e+02Iteration    72 | Cost: 5.664875e+02Iteration    73 | Cost: 5.664875e+02Iteration    74 | Cost: 5.664875e+02Iteration    76 | Cost: 5.664875e+02
Iteration     1 | Cost: 9.328320e+03Iteration     2 | Cost: 3.247486e+03Iteration     3 | Cost: 7.841914e+02Iteration     4 | Cost: 7.645349e+02Iteration     5 | Cost: 6.632853e+02Iteration     6 | Cost: 6.446711e+02Iteration     7 | Cost: 6.274418e+02Iteration     8 | Cost: 6.011757e+02Iteration     9 | Cost: 5.927772e+02Iteration    10 | Cost: 5.823609e+02Iteration    11 | Cost: 5.796728e+02Iteration    12 | Cost: 5.759841e+02Iteration    13 | Cost: 5.724860e+02Iteration    14 | Cost: 5.684662e+02Iteration    15 | Cost: 5.658098e+02Iteration    16 | Cost: 5.603059e+02Iteration    17 | Cost: 5.591123e+02Iteration    18 | Cost: 5.586230e+02Iteration    19 | Cost: 5.586058e+02Iteration    20 | Cost: 5.585971e+02Iteration    21 | Cost: 5.585940e+02Iteration    22 | Cost: 5.585896e+02Iteration    23 | Cost: 5.585882e+02Iteration    24 | Cost: 5.585791e+02Iteration    25 | Cost: 5.585762e+02Iteration    26 | Cost: 5.585744e+02Iteration    27 | Cost: 5.585743e+02Iteration    28 | Cost: 5.585739e+02Iteration    29 | Cost: 5.585731e+02Iteration    30 | Cost: 5.585727e+02Iteration    31 | Cost: 5.585724e+02Iteration    32 | Cost: 5.585724e+02Iteration    33 | Cost: 5.585724e+02Iteration    34 | Cost: 5.585723e+02Iteration    35 | Cost: 5.585723e+02Iteration    36 | Cost: 5.585723e+02Iteration    37 | Cost: 5.585723e+02Iteration    38 | Cost: 5.585723e+02Iteration    39 | Cost: 5.585723e+02Iteration    40 | Cost: 5.585723e+02Iteration    41 | Cost: 5.585723e+02Iteration    42 | Cost: 5.585723e+02Iteration    43 | Cost: 5.585723e+02Iteration    44 | Cost: 5.585723e+02Iteration    45 | Cost: 5.585723e+02Iteration    46 | Cost: 5.585723e+02Iteration    47 | Cost: 5.585723e+02Iteration    48 | Cost: 5.585723e+02Iteration    49 | Cost: 5.585723e+02Iteration    50 | Cost: 5.585723e+02Iteration    51 | Cost: 5.585723e+02Iteration    52 | Cost: 5.585723e+02Iteration    53 | Cost: 5.585723e+02Iteration    54 | Cost: 5.585723e+02Iteration    55 | Cost: 5.585723e+02Iteration    56 | Cost: 5.585723e+02Iteration    57 | Cost: 5.585723e+02Iteration    58 | Cost: 5.585723e+02Iteration    59 | Cost: 5.585723e+02Iteration    60 | Cost: 5.585723e+02Iteration    61 | Cost: 5.585723e+02Iteration    62 | Cost: 5.585723e+02Iteration    63 | Cost: 5.585723e+02Iteration    64 | Cost: 5.585723e+02Iteration    65 | Cost: 5.585723e+02Iteration    67 | Cost: 5.585723e+02
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Iteration     1 | Cost: 7.130685e+03Iteration     2 | Cost: 1.823812e+03Iteration     3 | Cost: 8.573911e+02Iteration     4 | Cost: 5.948113e+02Iteration     5 | Cost: 5.814328e+02Iteration     6 | Cost: 5.710312e+02Iteration     7 | Cost: 5.529793e+02Iteration     8 | Cost: 5.429905e+02Iteration     9 | Cost: 5.360527e+02Iteration    10 | Cost: 5.320733e+02Iteration    11 | Cost: 5.289698e+02Iteration    12 | Cost: 5.244189e+02Iteration    13 | Cost: 5.201949e+02Iteration    14 | Cost: 5.176052e+02Iteration    15 | Cost: 5.160743e+02Iteration    16 | Cost: 5.156731e+02Iteration    17 | Cost: 5.153465e+02Iteration    18 | Cost: 5.152371e+02Iteration    19 | Cost: 5.151247e+02Iteration    20 | Cost: 5.151189e+02Iteration    21 | Cost: 5.151109e+02Iteration    22 | Cost: 5.151080e+02Iteration    23 | Cost: 5.151041e+02Iteration    24 | Cost: 5.150999e+02Iteration    25 | Cost: 5.150984e+02Iteration    26 | Cost: 5.150982e+02Iteration    27 | Cost: 5.150915e+02Iteration    28 | Cost: 5.150880e+02Iteration    29 | Cost: 5.150877e+02Iteration    30 | Cost: 5.150853e+02Iteration    31 | Cost: 5.150852e+02Iteration    32 | Cost: 5.150849e+02Iteration    33 | Cost: 5.150848e+02Iteration    34 | Cost: 5.150847e+02Iteration    35 | Cost: 5.150847e+02Iteration    36 | Cost: 5.150847e+02Iteration    37 | Cost: 5.150847e+02Iteration    38 | Cost: 5.150847e+02Iteration    39 | Cost: 5.150847e+02Iteration    40 | Cost: 5.150847e+02Iteration    41 | Cost: 5.150847e+02Iteration    42 | Cost: 5.150847e+02Iteration    43 | Cost: 5.150847e+02Iteration    44 | Cost: 5.150847e+02Iteration    45 | Cost: 5.150847e+02Iteration    46 | Cost: 5.150847e+02Iteration    47 | Cost: 5.150847e+02Iteration    48 | Cost: 5.150847e+02Iteration    49 | Cost: 5.150847e+02Iteration    50 | Cost: 5.150847e+02Iteration    51 | Cost: 5.150847e+02Iteration    52 | Cost: 5.150847e+02Iteration    53 | Cost: 5.150847e+02Iteration    54 | Cost: 5.150847e+02Iteration    55 | Cost: 5.150847e+02Iteration    56 | Cost: 5.150847e+02Iteration    57 | Cost: 5.150847e+02Iteration    58 | Cost: 5.150847e+02Iteration    59 | Cost: 5.150847e+02Iteration    60 | Cost: 5.150847e+02Iteration    61 | Cost: 5.150847e+02Iteration    62 | Cost: 5.150847e+02Iteration    63 | Cost: 5.150847e+02Iteration    64 | Cost: 5.150847e+02Iteration    65 | Cost: 5.150847e+02Iteration    66 | Cost: 5.150847e+02Iteration    67 | Cost: 5.150847e+02Iteration    68 | Cost: 5.150847e+02Iteration    70 | Cost: 5.150847e+02Iteration    71 | Cost: 5.150847e+02
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Iteration     1 | Cost: 6.403660e+03Iteration     2 | Cost: 1.362552e+03Iteration     3 | Cost: 5.821933e+02Iteration     4 | Cost: 5.612365e+02Iteration     5 | Cost: 5.515001e+02Iteration     6 | Cost: 5.297700e+02Iteration     7 | Cost: 5.181637e+02Iteration     8 | Cost: 5.058091e+02Iteration     9 | Cost: 4.986825e+02Iteration    10 | Cost: 4.973316e+02Iteration    11 | Cost: 4.936935e+02Iteration    12 | Cost: 4.934693e+02Iteration    13 | Cost: 4.933020e+02Iteration    14 | Cost: 4.932290e+02Iteration    15 | Cost: 4.929708e+02Iteration    16 | Cost: 4.929373e+02Iteration    17 | Cost: 4.929041e+02Iteration    18 | Cost: 4.928865e+02Iteration    19 | Cost: 4.928814e+02Iteration    20 | Cost: 4.928754e+02Iteration    21 | Cost: 4.928737e+02Iteration    22 | Cost: 4.928731e+02Iteration    23 | Cost: 4.928719e+02Iteration    24 | Cost: 4.928717e+02Iteration    25 | Cost: 4.928715e+02Iteration    26 | Cost: 4.928712e+02Iteration    27 | Cost: 4.928712e+02Iteration    28 | Cost: 4.928711e+02Iteration    29 | Cost: 4.928710e+02Iteration    30 | Cost: 4.928710e+02Iteration    31 | Cost: 4.928710e+02Iteration    32 | Cost: 4.928709e+02Iteration    33 | Cost: 4.928709e+02Iteration    34 | Cost: 4.928709e+02Iteration    35 | Cost: 4.928709e+02Iteration    36 | Cost: 4.928709e+02Iteration    37 | Cost: 4.928709e+02Iteration    38 | Cost: 4.928709e+02Iteration    39 | Cost: 4.928709e+02Iteration    40 | Cost: 4.928709e+02Iteration    41 | Cost: 4.928709e+02Iteration    42 | Cost: 4.928709e+02Iteration    43 | Cost: 4.928709e+02Iteration    44 | Cost: 4.928709e+02Iteration    45 | Cost: 4.928709e+02Iteration    46 | Cost: 4.928709e+02Iteration    47 | Cost: 4.928709e+02Iteration    48 | Cost: 4.928709e+02Iteration    49 | Cost: 4.928709e+02Iteration    50 | Cost: 4.928709e+02Iteration    51 | Cost: 4.928709e+02Iteration    52 | Cost: 4.928709e+02Iteration    53 | Cost: 4.928709e+02Iteration    54 | Cost: 4.928709e+02Iteration    55 | Cost: 4.928709e+02Iteration    56 | Cost: 4.928709e+02Iteration    57 | Cost: 4.928709e+02Iteration    58 | Cost: 4.928709e+02Iteration    59 | Cost: 4.928709e+02Iteration    60 | Cost: 4.928709e+02Iteration    61 | Cost: 4.928709e+02Iteration    62 | Cost: 4.928709e+02Iteration    63 | Cost: 4.928709e+02Iteration    64 | Cost: 4.928709e+02Iteration    65 | Cost: 4.928709e+02Iteration    66 | Cost: 4.928709e+02Iteration    67 | Cost: 4.928709e+02Iteration    69 | Cost: 4.928709e+02Iteration    70 | Cost: 4.928709e+02
Iteration     1 | Cost: 6.238182e+03Iteration     2 | Cost: 1.194855e+03Iteration     3 | Cost: 5.827038e+02Iteration     4 | Cost: 5.580725e+02Iteration     5 | Cost: 5.467305e+02Iteration     6 | Cost: 5.309516e+02Iteration     7 | Cost: 5.202529e+02Iteration     8 | Cost: 5.172717e+02Iteration     9 | Cost: 5.040031e+02Iteration    10 | Cost: 4.986195e+02Iteration    11 | Cost: 4.978526e+02Iteration    12 | Cost: 4.922575e+02Iteration    13 | Cost: 4.912204e+02Iteration    14 | Cost: 4.900527e+02Iteration    15 | Cost: 4.877886e+02Iteration    16 | Cost: 4.869423e+02Iteration    17 | Cost: 4.865119e+02Iteration    18 | Cost: 4.864808e+02Iteration    19 | Cost: 4.864570e+02Iteration    20 | Cost: 4.864415e+02Iteration    21 | Cost: 4.864305e+02Iteration    22 | Cost: 4.864215e+02Iteration    23 | Cost: 4.864099e+02Iteration    24 | Cost: 4.864087e+02Iteration    25 | Cost: 4.864074e+02Iteration    26 | Cost: 4.864072e+02Iteration    27 | Cost: 4.864066e+02Iteration    28 | Cost: 4.864060e+02Iteration    29 | Cost: 4.864057e+02Iteration    30 | Cost: 4.864054e+02Iteration    31 | Cost: 4.864053e+02Iteration    32 | Cost: 4.864052e+02Iteration    33 | Cost: 4.864051e+02Iteration    34 | Cost: 4.864051e+02Iteration    35 | Cost: 4.864051e+02Iteration    36 | Cost: 4.864050e+02Iteration    37 | Cost: 4.864050e+02Iteration    38 | Cost: 4.864050e+02Iteration    39 | Cost: 4.864050e+02Iteration    40 | Cost: 4.864050e+02Iteration    41 | Cost: 4.864050e+02Iteration    42 | Cost: 4.864050e+02Iteration    43 | Cost: 4.864050e+02Iteration    44 | Cost: 4.864050e+02Iteration    45 | Cost: 4.864050e+02Iteration    46 | Cost: 4.864050e+02Iteration    47 | Cost: 4.864050e+02Iteration    48 | Cost: 4.864050e+02Iteration    49 | Cost: 4.864050e+02Iteration    50 | Cost: 4.864050e+02Iteration    51 | Cost: 4.864050e+02Iteration    52 | Cost: 4.864050e+02Iteration    53 | Cost: 4.864050e+02Iteration    54 | Cost: 4.864050e+02Iteration    55 | Cost: 4.864050e+02Iteration    56 | Cost: 4.864050e+02Iteration    57 | Cost: 4.864050e+02Iteration    58 | Cost: 4.864050e+02Iteration    59 | Cost: 4.864050e+02Iteration    60 | Cost: 4.864050e+02Iteration    61 | Cost: 4.864050e+02Iteration    62 | Cost: 4.864050e+02
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Iteration     1 | Cost: 3.589412e+03Iteration     2 | Cost: 5.710595e+02Iteration     3 | Cost: 5.219896e+02Iteration     4 | Cost: 4.847596e+02Iteration     5 | Cost: 4.685832e+02Iteration     6 | Cost: 4.627943e+02Iteration     7 | Cost: 4.604803e+02Iteration     8 | Cost: 4.601457e+02Iteration     9 | Cost: 4.599425e+02Iteration    10 | Cost: 4.597206e+02Iteration    11 | Cost: 4.596048e+02Iteration    12 | Cost: 4.595692e+02Iteration    13 | Cost: 4.595670e+02Iteration    14 | Cost: 4.595639e+02Iteration    15 | Cost: 4.595588e+02Iteration    16 | Cost: 4.595556e+02Iteration    17 | Cost: 4.595546e+02Iteration    18 | Cost: 4.595510e+02Iteration    19 | Cost: 4.595475e+02Iteration    20 | Cost: 4.595441e+02Iteration    21 | Cost: 4.595439e+02Iteration    22 | Cost: 4.595439e+02Iteration    23 | Cost: 4.595438e+02Iteration    24 | Cost: 4.595436e+02Iteration    25 | Cost: 4.595436e+02Iteration    26 | Cost: 4.595435e+02Iteration    27 | Cost: 4.595433e+02Iteration    28 | Cost: 4.595433e+02Iteration    29 | Cost: 4.595433e+02Iteration    30 | Cost: 4.595432e+02Iteration    31 | Cost: 4.595432e+02Iteration    32 | Cost: 4.595432e+02Iteration    33 | Cost: 4.595432e+02Iteration    34 | Cost: 4.595432e+02Iteration    35 | Cost: 4.595432e+02Iteration    36 | Cost: 4.595432e+02Iteration    37 | Cost: 4.595432e+02Iteration    38 | Cost: 4.595432e+02Iteration    39 | Cost: 4.595432e+02Iteration    40 | Cost: 4.595432e+02Iteration    41 | Cost: 4.595432e+02Iteration    42 | Cost: 4.595432e+02Iteration    43 | Cost: 4.595432e+02Iteration    44 | Cost: 4.595432e+02Iteration    45 | Cost: 4.595432e+02Iteration    46 | Cost: 4.595432e+02Iteration    47 | Cost: 4.595432e+02Iteration    48 | Cost: 4.595432e+02Iteration    49 | Cost: 4.595432e+02Iteration    50 | Cost: 4.595432e+02Iteration    51 | Cost: 4.595432e+02Iteration    52 | Cost: 4.595432e+02Iteration    53 | Cost: 4.595432e+02Iteration    54 | Cost: 4.595432e+02Iteration    55 | Cost: 4.595432e+02Iteration    56 | Cost: 4.595432e+02Iteration    57 | Cost: 4.595432e+02Iteration    58 | Cost: 4.595432e+02Iteration    59 | Cost: 4.595432e+02Iteration    60 | Cost: 4.595432e+02Iteration    61 | Cost: 4.595432e+02Iteration    62 | Cost: 4.595432e+02Iteration    63 | Cost: 4.595432e+02Iteration    64 | Cost: 4.595432e+02Iteration    65 | Cost: 4.595432e+02Iteration    66 | Cost: 4.595432e+02Iteration    67 | Cost: 4.595432e+02Iteration    68 | Cost: 4.595432e+02
Iteration     1 | Cost: 3.564351e+03Iteration     2 | Cost: 5.636824e+02Iteration     3 | Cost: 5.182624e+02Iteration     4 | Cost: 4.800230e+02Iteration     5 | Cost: 4.617742e+02Iteration     6 | Cost: 4.583792e+02Iteration     7 | Cost: 4.572283e+02Iteration     8 | Cost: 4.569751e+02Iteration     9 | Cost: 4.567789e+02Iteration    10 | Cost: 4.567098e+02Iteration    11 | Cost: 4.566290e+02Iteration    12 | Cost: 4.565617e+02Iteration    13 | Cost: 4.565212e+02Iteration    14 | Cost: 4.564777e+02Iteration    15 | Cost: 4.564666e+02Iteration    16 | Cost: 4.564633e+02Iteration    17 | Cost: 4.564508e+02Iteration    18 | Cost: 4.564486e+02Iteration    19 | Cost: 4.564455e+02Iteration    20 | Cost: 4.564446e+02Iteration    21 | Cost: 4.564435e+02Iteration    22 | Cost: 4.564429e+02Iteration    23 | Cost: 4.564421e+02Iteration    24 | Cost: 4.564419e+02Iteration    25 | Cost: 4.564417e+02Iteration    26 | Cost: 4.564415e+02Iteration    27 | Cost: 4.564409e+02Iteration    28 | Cost: 4.564407e+02Iteration    29 | Cost: 4.564406e+02Iteration    30 | Cost: 4.564406e+02Iteration    31 | Cost: 4.564406e+02Iteration    32 | Cost: 4.564406e+02Iteration    33 | Cost: 4.564406e+02Iteration    34 | Cost: 4.564406e+02Iteration    35 | Cost: 4.564406e+02Iteration    36 | Cost: 4.564406e+02Iteration    37 | Cost: 4.564406e+02Iteration    38 | Cost: 4.564405e+02Iteration    39 | Cost: 4.564405e+02Iteration    40 | Cost: 4.564405e+02Iteration    41 | Cost: 4.564405e+02Iteration    42 | Cost: 4.564405e+02Iteration    43 | Cost: 4.564405e+02Iteration    44 | Cost: 4.564405e+02Iteration    45 | Cost: 4.564405e+02Iteration    46 | Cost: 4.564405e+02Iteration    47 | Cost: 4.564405e+02Iteration    48 | Cost: 4.564405e+02Iteration    49 | Cost: 4.564405e+02Iteration    50 | Cost: 4.564405e+02Iteration    51 | Cost: 4.564405e+02Iteration    52 | Cost: 4.564405e+02Iteration    53 | Cost: 4.564405e+02Iteration    54 | Cost: 4.564405e+02Iteration    55 | Cost: 4.564405e+02Iteration    56 | Cost: 4.564405e+02Iteration    57 | Cost: 4.564405e+02Iteration    58 | Cost: 4.564405e+02Iteration    59 | Cost: 4.564405e+02Iteration    60 | Cost: 4.564405e+02Iteration    61 | Cost: 4.564405e+02Iteration    62 | Cost: 4.564405e+02Iteration    63 | Cost: 4.564405e+02Iteration    64 | Cost: 4.564405e+02Iteration    65 | Cost: 4.564405e+02Iteration    66 | Cost: 4.564405e+02Iteration    67 | Cost: 4.564405e+02Iteration    68 | Cost: 4.564405e+02Iteration    69 | Cost: 4.564405e+02
Iteration     1 | Cost: 3.537689e+03Iteration     2 | Cost: 5.588007e+02Iteration     3 | Cost: 5.152569e+02Iteration     4 | Cost: 4.870896e+02Iteration     5 | Cost: 4.777789e+02Iteration     6 | Cost: 4.570126e+02Iteration     7 | Cost: 4.555619e+02Iteration     8 | Cost: 4.551931e+02Iteration     9 | Cost: 4.547133e+02Iteration    10 | Cost: 4.545929e+02Iteration    11 | Cost: 4.544397e+02Iteration    12 | Cost: 4.542870e+02Iteration    13 | Cost: 4.541787e+02Iteration    14 | Cost: 4.540306e+02Iteration    15 | Cost: 4.538825e+02Iteration    16 | Cost: 4.538228e+02Iteration    17 | Cost: 4.538106e+02Iteration    18 | Cost: 4.537613e+02Iteration    19 | Cost: 4.537585e+02Iteration    20 | Cost: 4.537501e+02Iteration    21 | Cost: 4.537378e+02Iteration    22 | Cost: 4.537341e+02Iteration    23 | Cost: 4.537233e+02Iteration    24 | Cost: 4.537180e+02Iteration    25 | Cost: 4.537104e+02Iteration    26 | Cost: 4.537101e+02Iteration    27 | Cost: 4.537091e+02Iteration    28 | Cost: 4.537080e+02Iteration    29 | Cost: 4.537070e+02Iteration    30 | Cost: 4.537053e+02Iteration    31 | Cost: 4.537052e+02Iteration    32 | Cost: 4.537051e+02Iteration    33 | Cost: 4.537051e+02Iteration    34 | Cost: 4.537051e+02Iteration    35 | Cost: 4.537051e+02Iteration    36 | Cost: 4.537051e+02Iteration    37 | Cost: 4.537051e+02Iteration    38 | Cost: 4.537051e+02Iteration    39 | Cost: 4.537051e+02Iteration    40 | Cost: 4.537051e+02Iteration    41 | Cost: 4.537051e+02Iteration    42 | Cost: 4.537051e+02Iteration    43 | Cost: 4.537051e+02Iteration    44 | Cost: 4.537051e+02Iteration    45 | Cost: 4.537051e+02Iteration    46 | Cost: 4.537051e+02Iteration    47 | Cost: 4.537051e+02Iteration    48 | Cost: 4.537051e+02Iteration    49 | Cost: 4.537051e+02Iteration    50 | Cost: 4.537051e+02Iteration    51 | Cost: 4.537051e+02Iteration    52 | Cost: 4.537051e+02Iteration    53 | Cost: 4.537051e+02Iteration    54 | Cost: 4.537051e+02Iteration    55 | Cost: 4.537051e+02Iteration    56 | Cost: 4.537051e+02Iteration    57 | Cost: 4.537051e+02Iteration    58 | Cost: 4.537051e+02Iteration    59 | Cost: 4.537051e+02Iteration    60 | Cost: 4.537051e+02Iteration    61 | Cost: 4.537051e+02Iteration    62 | Cost: 4.537051e+02Iteration    64 | Cost: 4.537051e+02
Iteration     1 | Cost: 3.519962e+03Iteration     2 | Cost: 5.523931e+02Iteration     3 | Cost: 5.117160e+02Iteration     4 | Cost: 4.810536e+02Iteration     5 | Cost: 4.689962e+02Iteration     6 | Cost: 4.543178e+02Iteration     7 | Cost: 4.524584e+02Iteration     8 | Cost: 4.519436e+02Iteration     9 | Cost: 4.513665e+02Iteration    10 | Cost: 4.512367e+02Iteration    11 | Cost: 4.511749e+02Iteration    12 | Cost: 4.509708e+02Iteration    13 | Cost: 4.508483e+02Iteration    14 | Cost: 4.508249e+02Iteration    15 | Cost: 4.507909e+02Iteration    16 | Cost: 4.507894e+02Iteration    17 | Cost: 4.507860e+02Iteration    18 | Cost: 4.507826e+02Iteration    19 | Cost: 4.507793e+02Iteration    20 | Cost: 4.507720e+02Iteration    21 | Cost: 4.507675e+02Iteration    22 | Cost: 4.507655e+02Iteration    23 | Cost: 4.507648e+02Iteration    24 | Cost: 4.507644e+02Iteration    25 | Cost: 4.507643e+02Iteration    26 | Cost: 4.507641e+02Iteration    27 | Cost: 4.507640e+02Iteration    28 | Cost: 4.507639e+02Iteration    29 | Cost: 4.507639e+02Iteration    30 | Cost: 4.507638e+02Iteration    31 | Cost: 4.507638e+02Iteration    32 | Cost: 4.507637e+02Iteration    33 | Cost: 4.507637e+02Iteration    34 | Cost: 4.507637e+02Iteration    35 | Cost: 4.507637e+02Iteration    36 | Cost: 4.507637e+02Iteration    37 | Cost: 4.507637e+02Iteration    38 | Cost: 4.507637e+02Iteration    39 | Cost: 4.507637e+02Iteration    40 | Cost: 4.507636e+02Iteration    41 | Cost: 4.507636e+02Iteration    42 | Cost: 4.507636e+02Iteration    43 | Cost: 4.507636e+02Iteration    44 | Cost: 4.507636e+02Iteration    45 | Cost: 4.507636e+02Iteration    46 | Cost: 4.507636e+02Iteration    47 | Cost: 4.507636e+02Iteration    48 | Cost: 4.507636e+02Iteration    49 | Cost: 4.507636e+02Iteration    50 | Cost: 4.507636e+02Iteration    51 | Cost: 4.507636e+02Iteration    52 | Cost: 4.507636e+02Iteration    53 | Cost: 4.507636e+02Iteration    54 | Cost: 4.507636e+02Iteration    55 | Cost: 4.507636e+02Iteration    56 | Cost: 4.507636e+02Iteration    57 | Cost: 4.507636e+02Iteration    58 | Cost: 4.507636e+02Iteration    59 | Cost: 4.507636e+02Iteration    60 | Cost: 4.507636e+02Iteration    61 | Cost: 4.507636e+02Iteration    62 | Cost: 4.507636e+02Iteration    63 | Cost: 4.507636e+02Iteration    64 | Cost: 4.507636e+02Iteration    65 | Cost: 4.507636e+02Iteration    66 | Cost: 4.507636e+02Iteration    67 | Cost: 4.507636e+02Iteration    68 | Cost: 4.507636e+02Iteration    69 | Cost: 4.507636e+02Iteration    70 | Cost: 4.507636e+02Iteration    71 | Cost: 4.507636e+02Iteration    72 | Cost: 4.507636e+02Iteration    73 | Cost: 4.507636e+02Iteration    74 | Cost: 4.507636e+02Iteration    75 | Cost: 4.507636e+02Iteration    76 | Cost: 4.507636e+02Iteration    77 | Cost: 4.507636e+02Iteration    78 | Cost: 4.507636e+02
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Iteration     1 | Cost: 9.328350e+03Iteration     2 | Cost: 2.889866e+03Iteration     3 | Cost: 1.015270e+03Iteration     4 | Cost: 6.852347e+02Iteration     5 | Cost: 6.494534e+02Iteration     6 | Cost: 6.162136e+02Iteration     7 | Cost: 6.021491e+02Iteration     8 | Cost: 5.703158e+02Iteration     9 | Cost: 5.687718e+02Iteration    10 | Cost: 5.635924e+02Iteration    11 | Cost: 5.615384e+02Iteration    12 | Cost: 5.602664e+02Iteration    13 | Cost: 5.597420e+02Iteration    14 | Cost: 5.595320e+02Iteration    15 | Cost: 5.592484e+02Iteration    16 | Cost: 5.592006e+02Iteration    17 | Cost: 5.590648e+02Iteration    18 | Cost: 5.590061e+02Iteration    19 | Cost: 5.588801e+02Iteration    20 | Cost: 5.588398e+02Iteration    21 | Cost: 5.588067e+02Iteration    22 | Cost: 5.587881e+02Iteration    23 | Cost: 5.587785e+02Iteration    24 | Cost: 5.587733e+02Iteration    25 | Cost: 5.587719e+02Iteration    26 | Cost: 5.587711e+02Iteration    27 | Cost: 5.587711e+02Iteration    28 | Cost: 5.587708e+02Iteration    29 | Cost: 5.587708e+02Iteration    30 | Cost: 5.587706e+02Iteration    31 | Cost: 5.587705e+02Iteration    32 | Cost: 5.587704e+02Iteration    33 | Cost: 5.587702e+02Iteration    34 | Cost: 5.587701e+02Iteration    35 | Cost: 5.587701e+02Iteration    36 | Cost: 5.587701e+02Iteration    37 | Cost: 5.587701e+02Iteration    38 | Cost: 5.587701e+02Iteration    39 | Cost: 5.587701e+02Iteration    40 | Cost: 5.587701e+02Iteration    41 | Cost: 5.587701e+02Iteration    42 | Cost: 5.587701e+02Iteration    43 | Cost: 5.587701e+02Iteration    44 | Cost: 5.587701e+02Iteration    45 | Cost: 5.587701e+02Iteration    46 | Cost: 5.587701e+02Iteration    47 | Cost: 5.587701e+02Iteration    48 | Cost: 5.587701e+02Iteration    49 | Cost: 5.587701e+02Iteration    50 | Cost: 5.587701e+02Iteration    51 | Cost: 5.587701e+02Iteration    52 | Cost: 5.587701e+02Iteration    53 | Cost: 5.587701e+02Iteration    54 | Cost: 5.587701e+02Iteration    55 | Cost: 5.587701e+02Iteration    56 | Cost: 5.587701e+02Iteration    57 | Cost: 5.587701e+02Iteration    58 | Cost: 5.587701e+02Iteration    59 | Cost: 5.587701e+02Iteration    60 | Cost: 5.587701e+02Iteration    61 | Cost: 5.587701e+02Iteration    62 | Cost: 5.587701e+02Iteration    63 | Cost: 5.587701e+02Iteration    64 | Cost: 5.587701e+02Iteration    65 | Cost: 5.587701e+02Iteration    66 | Cost: 5.587701e+02Iteration    68 | Cost: 5.587701e+02Iteration    69 | Cost: 5.587701e+02Iteration    70 | Cost: 5.587701e+02Iteration    71 | Cost: 5.587701e+02Iteration    72 | Cost: 5.587701e+02
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Iteration     1 | Cost: 3.613622e+03Iteration     2 | Cost: 5.784843e+02Iteration     3 | Cost: 5.256150e+02Iteration     4 | Cost: 4.898242e+02Iteration     5 | Cost: 4.766878e+02Iteration     6 | Cost: 4.663606e+02Iteration     7 | Cost: 4.639329e+02Iteration     8 | Cost: 4.632477e+02Iteration     9 | Cost: 4.627926e+02Iteration    10 | Cost: 4.625254e+02Iteration    11 | Cost: 4.624762e+02Iteration    12 | Cost: 4.623295e+02Iteration    13 | Cost: 4.623099e+02Iteration    14 | Cost: 4.622814e+02Iteration    15 | Cost: 4.622751e+02Iteration    16 | Cost: 4.622620e+02Iteration    17 | Cost: 4.622496e+02Iteration    18 | Cost: 4.622416e+02Iteration    19 | Cost: 4.622373e+02Iteration    20 | Cost: 4.622351e+02Iteration    21 | Cost: 4.622320e+02Iteration    22 | Cost: 4.622301e+02Iteration    23 | Cost: 4.622296e+02Iteration    24 | Cost: 4.622292e+02Iteration    25 | Cost: 4.622290e+02Iteration    26 | Cost: 4.622288e+02Iteration    27 | Cost: 4.622286e+02Iteration    28 | Cost: 4.622282e+02Iteration    29 | Cost: 4.622280e+02Iteration    30 | Cost: 4.622279e+02Iteration    31 | Cost: 4.622279e+02Iteration    32 | Cost: 4.622279e+02Iteration    33 | Cost: 4.622278e+02Iteration    34 | Cost: 4.622278e+02Iteration    35 | Cost: 4.622278e+02Iteration    36 | Cost: 4.622278e+02Iteration    37 | Cost: 4.622278e+02Iteration    38 | Cost: 4.622277e+02Iteration    39 | Cost: 4.622277e+02Iteration    40 | Cost: 4.622277e+02Iteration    41 | Cost: 4.622277e+02Iteration    42 | Cost: 4.622277e+02Iteration    43 | Cost: 4.622277e+02Iteration    44 | Cost: 4.622277e+02Iteration    45 | Cost: 4.622277e+02Iteration    46 | Cost: 4.622277e+02Iteration    47 | Cost: 4.622277e+02Iteration    48 | Cost: 4.622277e+02Iteration    49 | Cost: 4.622277e+02Iteration    50 | Cost: 4.622277e+02Iteration    51 | Cost: 4.622277e+02Iteration    52 | Cost: 4.622277e+02Iteration    53 | Cost: 4.622277e+02Iteration    54 | Cost: 4.622277e+02Iteration    55 | Cost: 4.622277e+02Iteration    56 | Cost: 4.622277e+02Iteration    57 | Cost: 4.622277e+02Iteration    58 | Cost: 4.622277e+02Iteration    59 | Cost: 4.622277e+02Iteration    60 | Cost: 4.622277e+02Iteration    61 | Cost: 4.622277e+02Iteration    62 | Cost: 4.622277e+02Iteration    63 | Cost: 4.622277e+02Iteration    64 | Cost: 4.622277e+02Iteration    65 | Cost: 4.622277e+02Iteration    66 | Cost: 4.622277e+02Iteration    67 | Cost: 4.622277e+02Iteration    68 | Cost: 4.622277e+02Iteration    69 | Cost: 4.622277e+02Iteration    70 | Cost: 4.622277e+02
Iteration     1 | Cost: 3.589453e+03Iteration     2 | Cost: 5.711124e+02Iteration     3 | Cost: 5.220395e+02Iteration     4 | Cost: 4.848246e+02Iteration     5 | Cost: 4.686728e+02Iteration     6 | Cost: 4.628690e+02Iteration     7 | Cost: 4.605526e+02Iteration     8 | Cost: 4.602179e+02Iteration     9 | Cost: 4.600149e+02Iteration    10 | Cost: 4.597929e+02Iteration    11 | Cost: 4.596772e+02Iteration    12 | Cost: 4.596417e+02Iteration    13 | Cost: 4.596397e+02Iteration    14 | Cost: 4.596376e+02Iteration    15 | Cost: 4.596311e+02Iteration    16 | Cost: 4.596247e+02Iteration    17 | Cost: 4.596220e+02Iteration    18 | Cost: 4.596191e+02Iteration    19 | Cost: 4.596170e+02Iteration    20 | Cost: 4.596168e+02Iteration    21 | Cost: 4.596162e+02Iteration    22 | Cost: 4.596161e+02Iteration    23 | Cost: 4.596159e+02Iteration    24 | Cost: 4.596159e+02Iteration    25 | Cost: 4.596157e+02Iteration    26 | Cost: 4.596156e+02Iteration    27 | Cost: 4.596155e+02Iteration    28 | Cost: 4.596155e+02Iteration    29 | Cost: 4.596155e+02Iteration    30 | Cost: 4.596155e+02Iteration    31 | Cost: 4.596155e+02Iteration    32 | Cost: 4.596155e+02Iteration    33 | Cost: 4.596155e+02Iteration    34 | Cost: 4.596155e+02Iteration    35 | Cost: 4.596155e+02Iteration    36 | Cost: 4.596155e+02Iteration    37 | Cost: 4.596155e+02Iteration    38 | Cost: 4.596155e+02Iteration    39 | Cost: 4.596155e+02Iteration    40 | Cost: 4.596155e+02Iteration    41 | Cost: 4.596155e+02Iteration    42 | Cost: 4.596155e+02Iteration    43 | Cost: 4.596155e+02Iteration    44 | Cost: 4.596155e+02Iteration    45 | Cost: 4.596155e+02Iteration    46 | Cost: 4.596155e+02Iteration    47 | Cost: 4.596155e+02Iteration    48 | Cost: 4.596155e+02Iteration    49 | Cost: 4.596155e+02Iteration    50 | Cost: 4.596155e+02Iteration    51 | Cost: 4.596155e+02Iteration    52 | Cost: 4.596155e+02Iteration    53 | Cost: 4.596155e+02Iteration    54 | Cost: 4.596155e+02Iteration    55 | Cost: 4.596155e+02
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Iteration     1 | Cost: 3.347163e+03Iteration     2 | Cost: 5.083776e+02Iteration     3 | Cost: 4.868945e+02Iteration     4 | Cost: 4.558962e+02Iteration     5 | Cost: 4.487163e+02Iteration     6 | Cost: 4.390826e+02Iteration     7 | Cost: 4.363160e+02Iteration     8 | Cost: 4.348816e+02Iteration     9 | Cost: 4.332382e+02Iteration    10 | Cost: 4.314801e+02Iteration    11 | Cost: 4.311627e+02Iteration    12 | Cost: 4.307500e+02Iteration    13 | Cost: 4.305909e+02Iteration    14 | Cost: 4.303762e+02Iteration    15 | Cost: 4.303417e+02Iteration    16 | Cost: 4.302919e+02Iteration    17 | Cost: 4.302742e+02Iteration    18 | Cost: 4.302154e+02Iteration    19 | Cost: 4.301461e+02Iteration    20 | Cost: 4.301253e+02Iteration    21 | Cost: 4.301098e+02Iteration    22 | Cost: 4.300980e+02Iteration    23 | Cost: 4.300857e+02Iteration    24 | Cost: 4.300852e+02Iteration    25 | Cost: 4.300849e+02Iteration    26 | Cost: 4.300848e+02Iteration    27 | Cost: 4.300847e+02Iteration    28 | Cost: 4.300847e+02Iteration    29 | Cost: 4.300847e+02Iteration    30 | Cost: 4.300846e+02Iteration    31 | Cost: 4.300846e+02Iteration    32 | Cost: 4.300846e+02Iteration    33 | Cost: 4.300846e+02Iteration    34 | Cost: 4.300846e+02Iteration    35 | Cost: 4.300846e+02Iteration    36 | Cost: 4.300846e+02Iteration    37 | Cost: 4.300846e+02Iteration    38 | Cost: 4.300846e+02Iteration    39 | Cost: 4.300846e+02Iteration    40 | Cost: 4.300846e+02Iteration    41 | Cost: 4.300846e+02Iteration    42 | Cost: 4.300846e+02Iteration    43 | Cost: 4.300846e+02Iteration    44 | Cost: 4.300846e+02Iteration    45 | Cost: 4.300846e+02Iteration    46 | Cost: 4.300846e+02Iteration    47 | Cost: 4.300846e+02Iteration    48 | Cost: 4.300846e+02Iteration    49 | Cost: 4.300846e+02Iteration    50 | Cost: 4.300846e+02Iteration    51 | Cost: 4.300846e+02Iteration    52 | Cost: 4.300846e+02Iteration    53 | Cost: 4.300846e+02Iteration    54 | Cost: 4.300846e+02Iteration    55 | Cost: 4.300846e+02Iteration    56 | Cost: 4.300846e+02Iteration    57 | Cost: 4.300846e+02Iteration    58 | Cost: 4.300846e+02Iteration    59 | Cost: 4.300846e+02Iteration    60 | Cost: 4.300846e+02Iteration    61 | Cost: 4.300846e+02Iteration    62 | Cost: 4.300846e+02Iteration    63 | Cost: 4.300846e+02Iteration    64 | Cost: 4.300846e+02Iteration    66 | Cost: 4.300846e+02Iteration    67 | Cost: 4.300846e+02Iteration    68 | Cost: 4.300846e+02Iteration    69 | Cost: 4.300846e+02
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| Cost: 6.261670e+02Iteration    57 | Cost: 6.261505e+02Iteration    58 | Cost: 6.261139e+02Iteration    59 | Cost: 6.259802e+02Iteration    60 | Cost: 6.259677e+02Iteration    61 | Cost: 6.259502e+02Iteration    62 | Cost: 6.259185e+02Iteration    63 | Cost: 6.258790e+02Iteration    64 | Cost: 6.258779e+02Iteration    65 | Cost: 6.258465e+02Iteration    66 | Cost: 6.257237e+02Iteration    67 | Cost: 6.256513e+02Iteration    68 | Cost: 6.256288e+02Iteration    69 | Cost: 6.256024e+02Iteration    70 | Cost: 6.255898e+02Iteration    71 | Cost: 6.255889e+02Iteration    72 | Cost: 6.255811e+02Iteration    73 | Cost: 6.255705e+02Iteration    74 | Cost: 6.255509e+02Iteration    75 | Cost: 6.255393e+02Iteration    76 | Cost: 6.255330e+02Iteration    77 | Cost: 6.255184e+02Iteration    78 | Cost: 6.254997e+02Iteration    79 | Cost: 6.254947e+02Iteration    80 | Cost: 6.254816e+02Iteration    81 | Cost: 6.254691e+02Iteration    82 | Cost: 6.254619e+02Iteration    83 | Cost: 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| Cost: 6.085889e+02Iteration    57 | Cost: 6.085877e+02Iteration    58 | Cost: 6.085526e+02Iteration    59 | Cost: 6.085288e+02Iteration    60 | Cost: 6.085163e+02Iteration    61 | Cost: 6.085003e+02Iteration    62 | Cost: 6.084952e+02Iteration    63 | Cost: 6.084928e+02Iteration    64 | Cost: 6.084903e+02Iteration    65 | Cost: 6.084902e+02Iteration    66 | Cost: 6.084893e+02Iteration    67 | Cost: 6.084883e+02Iteration    68 | Cost: 6.084862e+02Iteration    69 | Cost: 6.084856e+02Iteration    70 | Cost: 6.084850e+02Iteration    71 | Cost: 6.084849e+02Iteration    72 | Cost: 6.084847e+02Iteration    73 | Cost: 6.084846e+02Iteration    74 | Cost: 6.084846e+02Iteration    75 | Cost: 6.084846e+02Iteration    76 | Cost: 6.084846e+02Iteration    77 | Cost: 6.084845e+02Iteration    78 | Cost: 6.084845e+02Iteration    79 | Cost: 6.084844e+02Iteration    80 | Cost: 6.084844e+02Iteration    81 | Cost: 6.084842e+02Iteration    82 | Cost: 6.084842e+02Iteration    83 | Cost: 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| Cost: 5.437309e+02
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Iteration     1 | Cost: 9.605664e+03Iteration     2 | Cost: 3.214289e+03Iteration     3 | Cost: 2.008504e+03Iteration     4 | Cost: 1.229646e+03Iteration     5 | Cost: 9.896488e+02Iteration     6 | Cost: 7.532961e+02Iteration     7 | Cost: 5.789964e+02Iteration     8 | Cost: 5.789539e+02Iteration     9 | Cost: 5.660227e+02Iteration    10 | Cost: 5.235578e+02Iteration    11 | Cost: 5.121766e+02Iteration    12 | Cost: 4.963508e+02Iteration    13 | Cost: 4.912330e+02Iteration    14 | Cost: 4.843214e+02Iteration    15 | Cost: 4.820633e+02Iteration    16 | Cost: 4.808398e+02Iteration    17 | Cost: 4.795210e+02Iteration    18 | Cost: 4.762871e+02Iteration    19 | Cost: 4.731012e+02Iteration    20 | Cost: 4.724029e+02Iteration    21 | Cost: 4.706684e+02Iteration    22 | Cost: 4.688394e+02Iteration    23 | Cost: 4.677969e+02Iteration    24 | Cost: 4.673763e+02Iteration    25 | Cost: 4.668946e+02Iteration    26 | Cost: 4.652135e+02Iteration    27 | Cost: 4.636380e+02Iteration    28 | Cost: 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| Cost: 4.610928e+02Iteration    57 | Cost: 4.610925e+02Iteration    58 | Cost: 4.610916e+02Iteration    59 | Cost: 4.610907e+02Iteration    60 | Cost: 4.610902e+02Iteration    61 | Cost: 4.610899e+02Iteration    62 | Cost: 4.610890e+02Iteration    63 | Cost: 4.610879e+02Iteration    64 | Cost: 4.610877e+02Iteration    65 | Cost: 4.610873e+02Iteration    66 | Cost: 4.610871e+02Iteration    67 | Cost: 4.610871e+02Iteration    68 | Cost: 4.610869e+02Iteration    69 | Cost: 4.610868e+02Iteration    70 | Cost: 4.610866e+02Iteration    71 | Cost: 4.610865e+02Iteration    72 | Cost: 4.610864e+02Iteration    73 | Cost: 4.610863e+02Iteration    74 | Cost: 4.610863e+02Iteration    75 | Cost: 4.610862e+02Iteration    76 | Cost: 4.610861e+02Iteration    77 | Cost: 4.610861e+02Iteration    78 | Cost: 4.610860e+02Iteration    79 | Cost: 4.610860e+02Iteration    80 | Cost: 4.610860e+02Iteration    81 | Cost: 4.610860e+02Iteration    82 | Cost: 4.610859e+02Iteration    83 | Cost: 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| Cost: 4.610857e+02Iteration   112 | Cost: 4.610857e+02Iteration   113 | Cost: 4.610857e+02Iteration   114 | Cost: 4.610857e+02Iteration   115 | Cost: 4.610857e+02Iteration   116 | Cost: 4.610857e+02Iteration   117 | Cost: 4.610857e+02Iteration   118 | Cost: 4.610857e+02Iteration   119 | Cost: 4.610857e+02Iteration   120 | Cost: 4.610857e+02Iteration   121 | Cost: 4.610857e+02Iteration   122 | Cost: 4.610857e+02Iteration   123 | Cost: 4.610857e+02Iteration   124 | Cost: 4.610857e+02Iteration   125 | Cost: 4.610857e+02Iteration   126 | Cost: 4.610857e+02Iteration   127 | Cost: 4.610857e+02Iteration   128 | Cost: 4.610857e+02Iteration   129 | Cost: 4.610857e+02Iteration   130 | Cost: 4.610857e+02Iteration   131 | Cost: 4.610857e+02Iteration   132 | Cost: 4.610857e+02Iteration   133 | Cost: 4.610857e+02Iteration   134 | Cost: 4.610857e+02Iteration   135 | Cost: 4.610857e+02Iteration   136 | Cost: 4.610857e+02Iteration   137 | Cost: 4.610857e+02Iteration   138 | Cost: 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Iteration     1 | Cost: 8.700767e+03Iteration     2 | Cost: 3.084078e+03Iteration     3 | Cost: 2.033407e+03Iteration     4 | Cost: 1.184964e+03Iteration     5 | Cost: 1.147512e+03Iteration     6 | Cost: 8.673145e+02Iteration     7 | Cost: 8.054914e+02Iteration     8 | Cost: 6.816300e+02Iteration     9 | Cost: 5.207767e+02Iteration    10 | Cost: 5.182154e+02Iteration    11 | Cost: 5.095734e+02Iteration    12 | Cost: 5.036489e+02Iteration    13 | Cost: 4.990868e+02Iteration    14 | Cost: 4.948407e+02Iteration    15 | Cost: 4.933310e+02Iteration    16 | Cost: 4.871395e+02Iteration    17 | Cost: 4.855089e+02Iteration    18 | Cost: 4.834876e+02Iteration    19 | Cost: 4.810799e+02Iteration    20 | Cost: 4.797442e+02Iteration    21 | Cost: 4.787064e+02Iteration    22 | Cost: 4.772239e+02Iteration    23 | Cost: 4.763712e+02Iteration    24 | Cost: 4.759736e+02Iteration    25 | Cost: 4.746287e+02Iteration    26 | Cost: 4.739593e+02Iteration    27 | Cost: 4.710621e+02Iteration    28 | Cost: 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| Cost: 4.636746e+02Iteration    57 | Cost: 4.636744e+02Iteration    58 | Cost: 4.636717e+02Iteration    59 | Cost: 4.636705e+02Iteration    60 | Cost: 4.636704e+02Iteration    61 | Cost: 4.636696e+02Iteration    62 | Cost: 4.636691e+02Iteration    63 | Cost: 4.636691e+02Iteration    64 | Cost: 4.636688e+02Iteration    65 | Cost: 4.636685e+02Iteration    66 | Cost: 4.636683e+02Iteration    67 | Cost: 4.636674e+02Iteration    68 | Cost: 4.636672e+02Iteration    69 | Cost: 4.636668e+02Iteration    70 | Cost: 4.636658e+02Iteration    71 | Cost: 4.636652e+02Iteration    72 | Cost: 4.636648e+02Iteration    73 | Cost: 4.636644e+02Iteration    74 | Cost: 4.636643e+02Iteration    75 | Cost: 4.636643e+02Iteration    76 | Cost: 4.636642e+02Iteration    77 | Cost: 4.636642e+02Iteration    78 | Cost: 4.636642e+02Iteration    79 | Cost: 4.636642e+02Iteration    80 | Cost: 4.636642e+02Iteration    81 | Cost: 4.636642e+02Iteration    82 | Cost: 4.636642e+02Iteration    83 | Cost: 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| Cost: 4.636642e+02Iteration   112 | Cost: 4.636642e+02Iteration   113 | Cost: 4.636642e+02Iteration   114 | Cost: 4.636642e+02Iteration   115 | Cost: 4.636642e+02Iteration   116 | Cost: 4.636642e+02Iteration   117 | Cost: 4.636642e+02Iteration   118 | Cost: 4.636642e+02Iteration   119 | Cost: 4.636642e+02Iteration   120 | Cost: 4.636642e+02Iteration   121 | Cost: 4.636642e+02Iteration   122 | Cost: 4.636642e+02Iteration   123 | Cost: 4.636642e+02Iteration   124 | Cost: 4.636642e+02Iteration   125 | Cost: 4.636642e+02Iteration   126 | Cost: 4.636642e+02Iteration   127 | Cost: 4.636642e+02Iteration   128 | Cost: 4.636642e+02Iteration   129 | Cost: 4.636642e+02Iteration   130 | Cost: 4.636642e+02Iteration   131 | Cost: 4.636642e+02Iteration   132 | Cost: 4.636642e+02Iteration   133 | Cost: 4.636642e+02Iteration   135 | Cost: 4.636642e+02Iteration   136 | Cost: 4.636642e+02Iteration   137 | Cost: 4.636642e+02Iteration   138 | Cost: 4.636642e+02Iteration   139 | Cost: 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Iteration     1 | Cost: 7.948336e+03Iteration     2 | Cost: 2.935869e+03Iteration     3 | Cost: 2.021306e+03Iteration     4 | Cost: 1.099987e+03Iteration     5 | Cost: 8.469576e+02Iteration     6 | Cost: 5.537927e+02Iteration     7 | Cost: 5.460907e+02Iteration     8 | Cost: 5.167884e+02Iteration     9 | Cost: 4.940840e+02Iteration    10 | Cost: 4.895758e+02Iteration    11 | Cost: 4.749417e+02Iteration    12 | Cost: 4.639083e+02Iteration    13 | Cost: 4.630854e+02Iteration    14 | Cost: 4.620026e+02Iteration    15 | Cost: 4.613732e+02Iteration    16 | Cost: 4.571120e+02Iteration    17 | Cost: 4.550834e+02Iteration    18 | Cost: 4.533916e+02Iteration    19 | Cost: 4.527690e+02Iteration    20 | Cost: 4.520519e+02Iteration    21 | Cost: 4.518462e+02Iteration    22 | Cost: 4.516394e+02Iteration    23 | Cost: 4.508689e+02Iteration    24 | Cost: 4.505260e+02Iteration    25 | Cost: 4.503211e+02Iteration    26 | Cost: 4.502377e+02Iteration    27 | Cost: 4.498750e+02Iteration    28 | Cost: 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| Cost: 6.106302e+02Iteration    57 | Cost: 6.106022e+02Iteration    58 | Cost: 6.105298e+02Iteration    59 | Cost: 6.105042e+02Iteration    60 | Cost: 6.104040e+02Iteration    61 | Cost: 6.103875e+02Iteration    62 | Cost: 6.103188e+02Iteration    63 | Cost: 6.102925e+02Iteration    64 | Cost: 6.102101e+02Iteration    65 | Cost: 6.101482e+02Iteration    66 | Cost: 6.099433e+02Iteration    67 | Cost: 6.096627e+02Iteration    68 | Cost: 6.095314e+02Iteration    69 | Cost: 6.094979e+02Iteration    70 | Cost: 6.094197e+02Iteration    71 | Cost: 6.094127e+02Iteration    72 | Cost: 6.094022e+02Iteration    73 | Cost: 6.093984e+02Iteration    74 | Cost: 6.093564e+02Iteration    75 | Cost: 6.092803e+02Iteration    76 | Cost: 6.090012e+02Iteration    77 | Cost: 6.088726e+02Iteration    78 | Cost: 6.088714e+02Iteration    79 | Cost: 6.087610e+02Iteration    80 | Cost: 6.085208e+02Iteration    81 | Cost: 6.084876e+02Iteration    82 | Cost: 6.084491e+02Iteration    83 | Cost: 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| Cost: 6.351467e+02Iteration    57 | Cost: 6.351437e+02Iteration    58 | Cost: 6.351391e+02Iteration    59 | Cost: 6.351320e+02Iteration    60 | Cost: 6.351307e+02Iteration    61 | Cost: 6.351289e+02Iteration    62 | Cost: 6.351272e+02Iteration    63 | Cost: 6.351254e+02Iteration    64 | Cost: 6.351220e+02Iteration    65 | Cost: 6.351201e+02Iteration    66 | Cost: 6.351172e+02Iteration    67 | Cost: 6.351149e+02Iteration    68 | Cost: 6.351131e+02Iteration    69 | Cost: 6.351124e+02Iteration    70 | Cost: 6.351102e+02Iteration    71 | Cost: 6.351087e+02Iteration    72 | Cost: 6.351083e+02Iteration    73 | Cost: 6.351065e+02Iteration    74 | Cost: 6.351052e+02Iteration    75 | Cost: 6.351044e+02Iteration    76 | Cost: 6.351042e+02Iteration    77 | Cost: 6.351021e+02Iteration    78 | Cost: 6.351007e+02Iteration    79 | Cost: 6.351005e+02Iteration    80 | Cost: 6.350999e+02Iteration    81 | Cost: 6.350986e+02Iteration    82 | Cost: 6.350975e+02Iteration    83 | Cost: 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Iteration     1 | Cost: 3.529231e+03Iteration     2 | Cost: 2.432329e+03Iteration     3 | Cost: 1.362663e+03Iteration     4 | Cost: 7.611201e+02Iteration     5 | Cost: 7.379139e+02Iteration     6 | Cost: 7.232250e+02Iteration     7 | Cost: 7.163864e+02Iteration     8 | Cost: 7.111682e+02Iteration     9 | Cost: 7.110241e+02Iteration    10 | Cost: 7.104018e+02Iteration    11 | Cost: 7.100932e+02Iteration    12 | Cost: 7.094846e+02Iteration    13 | Cost: 7.089321e+02Iteration    14 | Cost: 7.087550e+02Iteration    15 | Cost: 7.083416e+02Iteration    16 | Cost: 7.082078e+02Iteration    17 | Cost: 7.079015e+02Iteration    18 | Cost: 7.075962e+02Iteration    19 | Cost: 7.069663e+02Iteration    20 | Cost: 7.065677e+02Iteration    21 | Cost: 7.062036e+02Iteration    22 | Cost: 7.047820e+02Iteration    23 | Cost: 7.046655e+02Iteration    24 | Cost: 7.045002e+02Iteration    25 | Cost: 7.044723e+02Iteration    26 | Cost: 7.042707e+02Iteration    27 | Cost: 7.041678e+02Iteration    28 | Cost: 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| Cost: 7.029139e+02Iteration    57 | Cost: 7.029107e+02Iteration    58 | Cost: 7.029033e+02Iteration    59 | Cost: 7.028949e+02Iteration    60 | Cost: 7.028918e+02Iteration    61 | Cost: 7.028876e+02Iteration    62 | Cost: 7.028860e+02Iteration    63 | Cost: 7.028842e+02Iteration    64 | Cost: 7.028796e+02Iteration    65 | Cost: 7.028746e+02Iteration    66 | Cost: 7.028720e+02Iteration    67 | Cost: 7.028696e+02Iteration    68 | Cost: 7.028616e+02Iteration    69 | Cost: 7.028569e+02Iteration    70 | Cost: 7.028545e+02Iteration    71 | Cost: 7.028491e+02Iteration    72 | Cost: 7.028459e+02Iteration    73 | Cost: 7.028456e+02Iteration    74 | Cost: 7.028395e+02Iteration    75 | Cost: 7.028358e+02Iteration    76 | Cost: 7.028346e+02Iteration    77 | Cost: 7.028307e+02Iteration    78 | Cost: 7.028259e+02Iteration    79 | Cost: 7.028246e+02Iteration    80 | Cost: 7.028100e+02Iteration    81 | Cost: 7.027821e+02Iteration    82 | Cost: 7.027632e+02Iteration    83 | Cost: 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Iteration     1 | Cost: 4.682815e+03Iteration     2 | Cost: 7.224806e+02Iteration     3 | Cost: 6.881767e+02Iteration     4 | Cost: 6.436044e+02Iteration     5 | Cost: 6.355066e+02Iteration     6 | Cost: 6.262667e+02Iteration     7 | Cost: 6.067195e+02Iteration     8 | Cost: 5.981209e+02Iteration     9 | Cost: 5.903648e+02Iteration    10 | Cost: 5.894235e+02Iteration    11 | Cost: 5.883272e+02Iteration    12 | Cost: 5.880464e+02Iteration    13 | Cost: 5.879354e+02Iteration    14 | Cost: 5.877719e+02Iteration    15 | Cost: 5.877121e+02Iteration    16 | Cost: 5.876595e+02Iteration    17 | Cost: 5.875882e+02Iteration    18 | Cost: 5.875680e+02Iteration    19 | Cost: 5.875441e+02Iteration    20 | Cost: 5.875405e+02Iteration    21 | Cost: 5.875371e+02Iteration    22 | Cost: 5.875342e+02Iteration    23 | Cost: 5.875323e+02Iteration    24 | Cost: 5.875310e+02Iteration    25 | Cost: 5.875306e+02Iteration    26 | Cost: 5.875302e+02Iteration    27 | Cost: 5.875300e+02Iteration    28 | Cost: 5.875300e+02Iteration    29 | Cost: 5.875298e+02Iteration    30 | Cost: 5.875296e+02Iteration    31 | Cost: 5.875295e+02Iteration    32 | Cost: 5.875292e+02Iteration    33 | Cost: 5.875289e+02Iteration    34 | Cost: 5.875288e+02Iteration    35 | Cost: 5.875288e+02Iteration    36 | Cost: 5.875288e+02Iteration    37 | Cost: 5.875288e+02Iteration    38 | Cost: 5.875287e+02Iteration    39 | Cost: 5.875287e+02Iteration    40 | Cost: 5.875287e+02Iteration    41 | Cost: 5.875287e+02Iteration    42 | Cost: 5.875287e+02Iteration    43 | Cost: 5.875287e+02Iteration    44 | Cost: 5.875287e+02Iteration    45 | Cost: 5.875287e+02Iteration    46 | Cost: 5.875287e+02Iteration    47 | Cost: 5.875287e+02Iteration    48 | Cost: 5.875287e+02Iteration    49 | Cost: 5.875287e+02Iteration    50 | Cost: 5.875287e+02Iteration    51 | Cost: 5.875287e+02Iteration    52 | Cost: 5.875287e+02Iteration    53 | Cost: 5.875287e+02Iteration    54 | Cost: 5.875287e+02Iteration    55 | Cost: 5.875287e+02Iteration    56 | Cost: 5.875287e+02Iteration    57 | Cost: 5.875287e+02Iteration    58 | Cost: 5.875287e+02Iteration    59 | Cost: 5.875287e+02Iteration    60 | Cost: 5.875287e+02Iteration    61 | Cost: 5.875287e+02Iteration    62 | Cost: 5.875287e+02Iteration    63 | Cost: 5.875287e+02Iteration    64 | Cost: 5.875287e+02Iteration    65 | Cost: 5.875287e+02Iteration    66 | Cost: 5.875287e+02Iteration    67 | Cost: 5.875287e+02Iteration    68 | Cost: 5.875287e+02Iteration    69 | Cost: 5.875287e+02Iteration    70 | Cost: 5.875287e+02Iteration    72 | Cost: 5.875287e+02Iteration    73 | Cost: 5.875287e+02Iteration    74 | Cost: 5.875287e+02Iteration    76 | Cost: 5.875287e+02Iteration    77 | Cost: 5.875287e+02Iteration    78 | Cost: 5.875287e+02
Iteration     1 | Cost: 4.625970e+03Iteration     2 | Cost: 7.062649e+02Iteration     3 | Cost: 6.409303e+02Iteration     4 | Cost: 6.309463e+02Iteration     5 | Cost: 6.184526e+02Iteration     6 | Cost: 6.050134e+02Iteration     7 | Cost: 6.014917e+02Iteration     8 | Cost: 5.962587e+02Iteration     9 | Cost: 5.918433e+02Iteration    10 | Cost: 5.883627e+02Iteration    11 | Cost: 5.876976e+02Iteration    12 | Cost: 5.860684e+02Iteration    13 | Cost: 5.849940e+02Iteration    14 | Cost: 5.848443e+02Iteration    15 | Cost: 5.846198e+02Iteration    16 | Cost: 5.844479e+02Iteration    17 | Cost: 5.843543e+02Iteration    18 | Cost: 5.843254e+02Iteration    19 | Cost: 5.843223e+02Iteration    20 | Cost: 5.843190e+02Iteration    21 | Cost: 5.843188e+02Iteration    22 | Cost: 5.843187e+02Iteration    23 | Cost: 5.843186e+02Iteration    24 | Cost: 5.843186e+02Iteration    25 | Cost: 5.843186e+02Iteration    26 | Cost: 5.843186e+02Iteration    27 | Cost: 5.843186e+02Iteration    28 | Cost: 5.843186e+02Iteration    29 | Cost: 5.843186e+02Iteration    30 | Cost: 5.843186e+02Iteration    31 | Cost: 5.843186e+02Iteration    32 | Cost: 5.843186e+02Iteration    33 | Cost: 5.843186e+02Iteration    34 | Cost: 5.843186e+02Iteration    35 | Cost: 5.843186e+02Iteration    36 | Cost: 5.843186e+02Iteration    37 | Cost: 5.843186e+02Iteration    38 | Cost: 5.843186e+02Iteration    39 | Cost: 5.843186e+02Iteration    40 | Cost: 5.843186e+02Iteration    41 | Cost: 5.843186e+02Iteration    42 | Cost: 5.843186e+02Iteration    43 | Cost: 5.843186e+02Iteration    44 | Cost: 5.843186e+02Iteration    45 | Cost: 5.843186e+02Iteration    46 | Cost: 5.843186e+02Iteration    47 | Cost: 5.843186e+02Iteration    48 | Cost: 5.843186e+02Iteration    49 | Cost: 5.843186e+02Iteration    50 | Cost: 5.843186e+02Iteration    51 | Cost: 5.843186e+02Iteration    52 | Cost: 5.843186e+02Iteration    53 | Cost: 5.843186e+02Iteration    54 | Cost: 5.843186e+02Iteration    55 | Cost: 5.843186e+02Iteration    56 | Cost: 5.843186e+02Iteration    57 | Cost: 5.843186e+02Iteration    58 | Cost: 5.843186e+02Iteration    59 | Cost: 5.843186e+02Iteration    60 | Cost: 5.843186e+02Iteration    61 | Cost: 5.843186e+02Iteration    62 | Cost: 5.843186e+02Iteration    63 | Cost: 5.843186e+02Iteration    64 | Cost: 5.843186e+02Iteration    65 | Cost: 5.843186e+02Iteration    66 | Cost: 5.843186e+02Iteration    67 | Cost: 5.843186e+02
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| Cost: 9.068310e+02Iteration    57 | Cost: 9.068235e+02Iteration    58 | Cost: 9.068203e+02Iteration    59 | Cost: 9.067768e+02Iteration    60 | Cost: 9.067703e+02Iteration    61 | Cost: 9.067623e+02Iteration    62 | Cost: 9.067581e+02Iteration    63 | Cost: 9.067544e+02Iteration    64 | Cost: 9.067537e+02Iteration    65 | Cost: 9.067513e+02Iteration    66 | Cost: 9.067501e+02Iteration    67 | Cost: 9.067464e+02Iteration    68 | Cost: 9.067460e+02Iteration    69 | Cost: 9.067455e+02Iteration    70 | Cost: 9.067453e+02Iteration    71 | Cost: 9.067445e+02Iteration    72 | Cost: 9.067444e+02Iteration    73 | Cost: 9.067442e+02Iteration    74 | Cost: 9.067441e+02Iteration    75 | Cost: 9.067439e+02Iteration    76 | Cost: 9.067416e+02Iteration    77 | Cost: 9.067410e+02Iteration    78 | Cost: 9.067395e+02Iteration    79 | Cost: 9.067390e+02Iteration    80 | Cost: 9.067381e+02Iteration    81 | Cost: 9.067378e+02Iteration    82 | Cost: 9.067376e+02Iteration    83 | Cost: 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| Cost: 8.091321e+02Iteration    57 | Cost: 8.091320e+02Iteration    58 | Cost: 8.091306e+02Iteration    59 | Cost: 8.091304e+02Iteration    60 | Cost: 8.091296e+02Iteration    61 | Cost: 8.091291e+02Iteration    62 | Cost: 8.091286e+02Iteration    63 | Cost: 8.091286e+02Iteration    64 | Cost: 8.091285e+02Iteration    65 | Cost: 8.091279e+02Iteration    66 | Cost: 8.091272e+02Iteration    67 | Cost: 8.091271e+02Iteration    68 | Cost: 8.091269e+02Iteration    69 | Cost: 8.091269e+02Iteration    70 | Cost: 8.091268e+02Iteration    71 | Cost: 8.091268e+02Iteration    72 | Cost: 8.091267e+02Iteration    73 | Cost: 8.091267e+02Iteration    74 | Cost: 8.091267e+02Iteration    75 | Cost: 8.091267e+02Iteration    76 | Cost: 8.091267e+02Iteration    77 | Cost: 8.091267e+02Iteration    78 | Cost: 8.091267e+02Iteration    79 | Cost: 8.091266e+02Iteration    80 | Cost: 8.091265e+02Iteration    81 | Cost: 8.091265e+02Iteration    82 | Cost: 8.091265e+02Iteration    83 | Cost: 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| Cost: 8.091265e+02Iteration   167 | Cost: 8.091265e+02Iteration   168 | Cost: 8.091265e+02Iteration   169 | Cost: 8.091265e+02Iteration   170 | Cost: 8.091265e+02Iteration   171 | Cost: 8.091265e+02Iteration   173 | Cost: 8.091265e+02Iteration   174 | Cost: 8.091265e+02
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| Cost: 7.769983e+02Iteration    57 | Cost: 7.769974e+02Iteration    58 | Cost: 7.769973e+02Iteration    59 | Cost: 7.769967e+02Iteration    60 | Cost: 7.769963e+02Iteration    61 | Cost: 7.769961e+02Iteration    62 | Cost: 7.769941e+02Iteration    63 | Cost: 7.769939e+02Iteration    64 | Cost: 7.769931e+02Iteration    65 | Cost: 7.769926e+02Iteration    66 | Cost: 7.769921e+02Iteration    67 | Cost: 7.769920e+02Iteration    68 | Cost: 7.769920e+02Iteration    69 | Cost: 7.769920e+02Iteration    70 | Cost: 7.769920e+02Iteration    71 | Cost: 7.769919e+02Iteration    72 | Cost: 7.769919e+02Iteration    73 | Cost: 7.769919e+02Iteration    74 | Cost: 7.769919e+02Iteration    75 | Cost: 7.769919e+02Iteration    76 | Cost: 7.769918e+02Iteration    77 | Cost: 7.769918e+02Iteration    78 | Cost: 7.769918e+02Iteration    79 | Cost: 7.769918e+02Iteration    80 | Cost: 7.769918e+02Iteration    81 | Cost: 7.769917e+02Iteration    82 | Cost: 7.769917e+02Iteration    83 | Cost: 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Iteration     1 | Cost: 4.302668e+03Iteration     2 | Cost: 8.671758e+02Iteration     3 | Cost: 7.299218e+02Iteration     4 | Cost: 6.684024e+02Iteration     5 | Cost: 6.292722e+02Iteration     6 | Cost: 6.261960e+02Iteration     7 | Cost: 6.163478e+02Iteration     8 | Cost: 6.143113e+02Iteration     9 | Cost: 6.140021e+02Iteration    10 | Cost: 6.139543e+02Iteration    11 | Cost: 6.139058e+02Iteration    12 | Cost: 6.138509e+02Iteration    13 | Cost: 6.138304e+02Iteration    14 | Cost: 6.138061e+02Iteration    15 | Cost: 6.138043e+02Iteration    16 | Cost: 6.138024e+02Iteration    17 | Cost: 6.138013e+02Iteration    18 | Cost: 6.138007e+02Iteration    19 | Cost: 6.137999e+02Iteration    20 | Cost: 6.137995e+02Iteration    21 | Cost: 6.137995e+02Iteration    22 | Cost: 6.137993e+02Iteration    23 | Cost: 6.137991e+02Iteration    24 | Cost: 6.137991e+02Iteration    25 | Cost: 6.137990e+02Iteration    26 | Cost: 6.137990e+02Iteration    27 | Cost: 6.137989e+02Iteration    28 | Cost: 6.137989e+02Iteration    29 | Cost: 6.137989e+02Iteration    30 | Cost: 6.137989e+02Iteration    31 | Cost: 6.137989e+02Iteration    32 | Cost: 6.137989e+02Iteration    33 | Cost: 6.137989e+02Iteration    34 | Cost: 6.137989e+02Iteration    35 | Cost: 6.137989e+02Iteration    36 | Cost: 6.137989e+02Iteration    37 | Cost: 6.137989e+02Iteration    38 | Cost: 6.137989e+02Iteration    39 | Cost: 6.137989e+02Iteration    40 | Cost: 6.137989e+02Iteration    41 | Cost: 6.137989e+02Iteration    42 | Cost: 6.137989e+02Iteration    43 | Cost: 6.137989e+02Iteration    44 | Cost: 6.137989e+02Iteration    45 | Cost: 6.137989e+02Iteration    46 | Cost: 6.137989e+02Iteration    47 | Cost: 6.137989e+02Iteration    48 | Cost: 6.137989e+02Iteration    49 | Cost: 6.137989e+02Iteration    50 | Cost: 6.137989e+02Iteration    51 | Cost: 6.137989e+02Iteration    52 | Cost: 6.137989e+02Iteration    53 | Cost: 6.137989e+02Iteration    54 | Cost: 6.137989e+02Iteration    55 | Cost: 6.137989e+02Iteration    56 | Cost: 6.137989e+02Iteration    57 | Cost: 6.137989e+02Iteration    58 | Cost: 6.137989e+02Iteration    59 | Cost: 6.137989e+02Iteration    60 | Cost: 6.137989e+02Iteration    61 | Cost: 6.137989e+02Iteration    62 | Cost: 6.137989e+02Iteration    63 | Cost: 6.137989e+02Iteration    64 | Cost: 6.137989e+02Iteration    65 | Cost: 6.137989e+02Iteration    66 | Cost: 6.137989e+02Iteration    67 | Cost: 6.137989e+02
Iteration     1 | Cost: 4.393019e+03Iteration     2 | Cost: 8.184056e+02Iteration     3 | Cost: 7.095269e+02Iteration     4 | Cost: 6.625553e+02Iteration     5 | Cost: 6.135931e+02Iteration     6 | Cost: 6.051109e+02Iteration     7 | Cost: 6.050122e+02Iteration     8 | Cost: 6.049163e+02Iteration     9 | Cost: 6.048857e+02Iteration    10 | Cost: 6.048791e+02Iteration    11 | Cost: 6.048696e+02Iteration    12 | Cost: 6.048688e+02Iteration    13 | Cost: 6.048669e+02Iteration    14 | Cost: 6.048659e+02Iteration    15 | Cost: 6.048658e+02Iteration    16 | Cost: 6.048650e+02Iteration    17 | Cost: 6.048644e+02Iteration    18 | Cost: 6.048641e+02Iteration    19 | Cost: 6.048640e+02Iteration    20 | Cost: 6.048636e+02Iteration    21 | Cost: 6.048632e+02Iteration    22 | Cost: 6.048632e+02Iteration    23 | Cost: 6.048628e+02Iteration    24 | Cost: 6.048628e+02Iteration    25 | Cost: 6.048627e+02Iteration    26 | Cost: 6.048627e+02Iteration    27 | Cost: 6.048625e+02Iteration    28 | Cost: 6.048624e+02Iteration    29 | Cost: 6.048623e+02Iteration    30 | Cost: 6.048623e+02Iteration    31 | Cost: 6.048623e+02Iteration    32 | Cost: 6.048623e+02Iteration    33 | Cost: 6.048623e+02Iteration    34 | Cost: 6.048623e+02Iteration    35 | Cost: 6.048623e+02Iteration    36 | Cost: 6.048623e+02Iteration    37 | Cost: 6.048623e+02Iteration    38 | Cost: 6.048623e+02Iteration    39 | Cost: 6.048623e+02Iteration    40 | Cost: 6.048623e+02Iteration    41 | Cost: 6.048623e+02Iteration    42 | Cost: 6.048623e+02Iteration    43 | Cost: 6.048623e+02Iteration    44 | Cost: 6.048623e+02Iteration    45 | Cost: 6.048623e+02Iteration    46 | Cost: 6.048623e+02Iteration    47 | Cost: 6.048623e+02Iteration    48 | Cost: 6.048623e+02Iteration    49 | Cost: 6.048623e+02Iteration    50 | Cost: 6.048623e+02Iteration    51 | Cost: 6.048623e+02Iteration    52 | Cost: 6.048623e+02Iteration    53 | Cost: 6.048623e+02Iteration    54 | Cost: 6.048623e+02Iteration    55 | Cost: 6.048623e+02Iteration    56 | Cost: 6.048623e+02Iteration    57 | Cost: 6.048623e+02Iteration    58 | Cost: 6.048623e+02Iteration    59 | Cost: 6.048623e+02Iteration    60 | Cost: 6.048623e+02Iteration    61 | Cost: 6.048623e+02Iteration    62 | Cost: 6.048623e+02Iteration    63 | Cost: 6.048623e+02Iteration    64 | Cost: 6.048623e+02Iteration    65 | Cost: 6.048623e+02Iteration    66 | Cost: 6.048623e+02Iteration    67 | Cost: 6.048623e+02Iteration    68 | Cost: 6.048623e+02Iteration    69 | Cost: 6.048623e+02Iteration    70 | Cost: 6.048623e+02Iteration    71 | Cost: 6.048623e+02Iteration    72 | Cost: 6.048623e+02Iteration    73 | Cost: 6.048623e+02
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Iteration     1 | Cost: 3.923248e+03Iteration     2 | Cost: 1.427105e+03Iteration     3 | Cost: 1.336872e+03Iteration     4 | Cost: 1.206406e+03Iteration     5 | Cost: 1.075926e+03Iteration     6 | Cost: 1.045145e+03Iteration     7 | Cost: 9.390873e+02Iteration     8 | Cost: 9.201767e+02Iteration     9 | Cost: 8.918344e+02Iteration    10 | Cost: 8.901402e+02Iteration    11 | Cost: 8.745491e+02Iteration    12 | Cost: 8.700044e+02Iteration    13 | Cost: 8.638598e+02Iteration    14 | Cost: 8.636287e+02Iteration    15 | Cost: 8.634800e+02Iteration    16 | Cost: 8.632652e+02Iteration    17 | Cost: 8.631759e+02Iteration    18 | Cost: 8.628687e+02Iteration    19 | Cost: 8.627473e+02Iteration    20 | Cost: 8.626713e+02Iteration    21 | Cost: 8.626630e+02Iteration    22 | Cost: 8.626527e+02Iteration    23 | Cost: 8.626482e+02Iteration    24 | Cost: 8.626454e+02Iteration    25 | Cost: 8.626446e+02Iteration    26 | Cost: 8.626422e+02Iteration    27 | Cost: 8.626392e+02Iteration    28 | Cost: 8.626389e+02Iteration    29 | Cost: 8.626386e+02Iteration    30 | Cost: 8.626383e+02Iteration    31 | Cost: 8.626381e+02Iteration    32 | Cost: 8.626379e+02Iteration    33 | Cost: 8.626379e+02Iteration    34 | Cost: 8.626378e+02Iteration    35 | Cost: 8.626377e+02Iteration    36 | Cost: 8.626376e+02Iteration    37 | Cost: 8.626376e+02Iteration    38 | Cost: 8.626376e+02Iteration    39 | Cost: 8.626376e+02Iteration    40 | Cost: 8.626376e+02Iteration    41 | Cost: 8.626375e+02Iteration    42 | Cost: 8.626375e+02Iteration    43 | Cost: 8.626375e+02Iteration    44 | Cost: 8.626375e+02Iteration    45 | Cost: 8.626375e+02Iteration    46 | Cost: 8.626375e+02Iteration    47 | Cost: 8.626375e+02Iteration    48 | Cost: 8.626375e+02Iteration    49 | Cost: 8.626375e+02Iteration    50 | Cost: 8.626375e+02Iteration    51 | Cost: 8.626375e+02Iteration    52 | Cost: 8.626375e+02Iteration    53 | Cost: 8.626375e+02Iteration    54 | Cost: 8.626375e+02Iteration    55 | Cost: 8.626375e+02Iteration    56 | Cost: 8.626375e+02Iteration    57 | Cost: 8.626375e+02Iteration    58 | Cost: 8.626375e+02Iteration    59 | Cost: 8.626375e+02Iteration    60 | Cost: 8.626375e+02Iteration    61 | Cost: 8.626375e+02Iteration    62 | Cost: 8.626375e+02Iteration    63 | Cost: 8.626375e+02Iteration    64 | Cost: 8.626375e+02Iteration    65 | Cost: 8.626375e+02Iteration    66 | Cost: 8.626375e+02Iteration    67 | Cost: 8.626375e+02Iteration    68 | Cost: 8.626375e+02Iteration    69 | Cost: 8.626375e+02Iteration    70 | Cost: 8.626375e+02Iteration    71 | Cost: 8.626375e+02Iteration    72 | Cost: 8.626375e+02
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Iteration     1 | Cost: 4.531125e+03Iteration     2 | Cost: 1.124841e+03Iteration     3 | Cost: 9.998719e+02Iteration     4 | Cost: 9.444778e+02Iteration     5 | Cost: 9.193653e+02Iteration     6 | Cost: 9.165379e+02Iteration     7 | Cost: 9.165260e+02Iteration     8 | Cost: 9.165256e+02Iteration     9 | Cost: 9.165256e+02Iteration    10 | Cost: 9.165256e+02Iteration    11 | Cost: 9.165256e+02Iteration    12 | Cost: 9.165256e+02Iteration    13 | Cost: 9.165256e+02
Iteration     1 | Cost: 4.484114e+03Iteration     2 | Cost: 1.105634e+03Iteration     3 | Cost: 9.801898e+02Iteration     4 | Cost: 9.284027e+02Iteration     5 | Cost: 9.068417e+02Iteration     6 | Cost: 9.043887e+02Iteration     7 | Cost: 9.043749e+02Iteration     8 | Cost: 9.043744e+02Iteration     9 | Cost: 9.043744e+02Iteration    10 | Cost: 9.043744e+02
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Iteration     1 | Cost: 4.535944e+03Iteration     2 | Cost: 8.114200e+02Iteration     3 | Cost: 7.778073e+02Iteration     4 | Cost: 7.364249e+02Iteration     5 | Cost: 7.306085e+02Iteration     6 | Cost: 7.236105e+02Iteration     7 | Cost: 7.158343e+02Iteration     8 | Cost: 7.137013e+02Iteration     9 | Cost: 7.105258e+02Iteration    10 | Cost: 7.089593e+02Iteration    11 | Cost: 7.087116e+02Iteration    12 | Cost: 7.071780e+02Iteration    13 | Cost: 7.062696e+02Iteration    14 | Cost: 7.062336e+02Iteration    15 | Cost: 7.059903e+02Iteration    16 | Cost: 7.059633e+02Iteration    17 | Cost: 7.059326e+02Iteration    18 | Cost: 7.059315e+02Iteration    19 | Cost: 7.059299e+02Iteration    20 | Cost: 7.059277e+02Iteration    21 | Cost: 7.059266e+02Iteration    22 | Cost: 7.059254e+02Iteration    23 | Cost: 7.059245e+02Iteration    24 | Cost: 7.059245e+02Iteration    25 | Cost: 7.059244e+02Iteration    26 | Cost: 7.059244e+02Iteration    27 | Cost: 7.059244e+02Iteration    28 | Cost: 7.059244e+02Iteration    29 | Cost: 7.059244e+02Iteration    30 | Cost: 7.059244e+02Iteration    31 | Cost: 7.059244e+02Iteration    32 | Cost: 7.059244e+02Iteration    33 | Cost: 7.059244e+02Iteration    34 | Cost: 7.059244e+02Iteration    35 | Cost: 7.059244e+02Iteration    36 | Cost: 7.059244e+02Iteration    37 | Cost: 7.059244e+02Iteration    38 | Cost: 7.059244e+02Iteration    39 | Cost: 7.059244e+02Iteration    40 | Cost: 7.059244e+02Iteration    41 | Cost: 7.059244e+02Iteration    42 | Cost: 7.059244e+02Iteration    43 | Cost: 7.059244e+02Iteration    44 | Cost: 7.059244e+02
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Iteration     1 | Cost: 6.406039e+03Iteration     2 | Cost: 4.916779e+03Iteration     3 | Cost: 4.145884e+03Iteration     4 | Cost: 4.078208e+03Iteration     5 | Cost: 4.066778e+03Iteration     6 | Cost: 4.064777e+03Iteration     7 | Cost: 4.062387e+03Iteration     8 | Cost: 4.061940e+03Iteration     9 | Cost: 4.061365e+03Iteration    10 | Cost: 4.060787e+03Iteration    11 | Cost: 4.060530e+03Iteration    12 | Cost: 4.060501e+03Iteration    13 | Cost: 4.060395e+03Iteration    14 | Cost: 4.060373e+03Iteration    15 | Cost: 4.060363e+03Iteration    16 | Cost: 4.060361e+03Iteration    17 | Cost: 4.060360e+03Iteration    18 | Cost: 4.060359e+03Iteration    19 | Cost: 4.060359e+03Iteration    20 | Cost: 4.060358e+03Iteration    21 | Cost: 4.060358e+03Iteration    22 | Cost: 4.060358e+03Iteration    23 | Cost: 4.060358e+03Iteration    24 | Cost: 4.060358e+03Iteration    25 | Cost: 4.060358e+03Iteration    26 | Cost: 4.060358e+03Iteration    27 | Cost: 4.060358e+03Iteration    28 | Cost: 4.060358e+03Iteration    29 | Cost: 4.060358e+03Iteration    30 | Cost: 4.060358e+03Iteration    31 | Cost: 4.060358e+03Iteration    32 | Cost: 4.060358e+03Iteration    33 | Cost: 4.060358e+03Iteration    34 | Cost: 4.060358e+03Iteration    35 | Cost: 4.060358e+03Iteration    36 | Cost: 4.060358e+03Iteration    37 | Cost: 4.060358e+03Iteration    38 | Cost: 4.060358e+03Iteration    39 | Cost: 4.060358e+03Iteration    40 | Cost: 4.060358e+03Iteration    41 | Cost: 4.060358e+03
Iteration     1 | Cost: 6.407779e+03Iteration     2 | Cost: 4.598533e+03Iteration     3 | Cost: 3.905434e+03Iteration     4 | Cost: 3.848461e+03Iteration     5 | Cost: 3.847182e+03Iteration     6 | Cost: 3.844540e+03Iteration     7 | Cost: 3.844419e+03Iteration     8 | Cost: 3.844387e+03Iteration     9 | Cost: 3.844344e+03Iteration    10 | Cost: 3.844344e+03Iteration    11 | Cost: 3.844342e+03Iteration    12 | Cost: 3.844340e+03Iteration    13 | Cost: 3.844339e+03Iteration    14 | Cost: 3.844338e+03Iteration    15 | Cost: 3.844338e+03Iteration    16 | Cost: 3.844338e+03Iteration    17 | Cost: 3.844338e+03Iteration    18 | Cost: 3.844338e+03Iteration    19 | Cost: 3.844338e+03Iteration    20 | Cost: 3.844338e+03Iteration    21 | Cost: 3.844338e+03Iteration    22 | Cost: 3.844338e+03Iteration    23 | Cost: 3.844338e+03Iteration    24 | Cost: 3.844338e+03Iteration    25 | Cost: 3.844338e+03Iteration    26 | Cost: 3.844338e+03Iteration    27 | Cost: 3.844338e+03Iteration    28 | Cost: 3.844338e+03Iteration    29 | Cost: 3.844338e+03Iteration    30 | Cost: 3.844338e+03Iteration    31 | Cost: 3.844338e+03Iteration    32 | Cost: 3.844338e+03Iteration    33 | Cost: 3.844338e+03Iteration    34 | Cost: 3.844338e+03Iteration    35 | Cost: 3.844338e+03Iteration    36 | Cost: 3.844338e+03Iteration    37 | Cost: 3.844338e+03Iteration    38 | Cost: 3.844338e+03Iteration    39 | Cost: 3.844338e+03Iteration    40 | Cost: 3.844338e+03
Iteration     1 | Cost: 6.257653e+03Iteration     2 | Cost: 4.232075e+03Iteration     3 | Cost: 3.682611e+03Iteration     4 | Cost: 3.633422e+03Iteration     5 | Cost: 3.632425e+03Iteration     6 | Cost: 3.631864e+03Iteration     7 | Cost: 3.631839e+03Iteration     8 | Cost: 3.631670e+03Iteration     9 | Cost: 3.631654e+03Iteration    10 | Cost: 3.631634e+03Iteration    11 | Cost: 3.631634e+03Iteration    12 | Cost: 3.631633e+03Iteration    13 | Cost: 3.631633e+03Iteration    14 | Cost: 3.631633e+03Iteration    15 | Cost: 3.631633e+03Iteration    16 | Cost: 3.631633e+03Iteration    17 | Cost: 3.631632e+03Iteration    18 | Cost: 3.631632e+03Iteration    19 | Cost: 3.631632e+03Iteration    20 | Cost: 3.631632e+03Iteration    21 | Cost: 3.631632e+03Iteration    22 | Cost: 3.631632e+03Iteration    23 | Cost: 3.631632e+03Iteration    24 | Cost: 3.631632e+03Iteration    25 | Cost: 3.631632e+03Iteration    26 | Cost: 3.631632e+03Iteration    27 | Cost: 3.631632e+03Iteration    28 | Cost: 3.631632e+03Iteration    29 | Cost: 3.631632e+03Iteration    30 | Cost: 3.631632e+03
Iteration     1 | Cost: 6.189331e+03Iteration     2 | Cost: 3.974235e+03Iteration     3 | Cost: 3.504607e+03Iteration     4 | Cost: 3.445846e+03Iteration     5 | Cost: 3.444721e+03Iteration     6 | Cost: 3.444685e+03Iteration     7 | Cost: 3.444685e+03Iteration     8 | Cost: 3.444685e+03Iteration     9 | Cost: 3.444685e+03Iteration    10 | Cost: 3.444685e+03Iteration    11 | Cost: 3.444685e+03Iteration    12 | Cost: 3.444685e+03Iteration    13 | Cost: 3.444685e+03Iteration    14 | Cost: 3.444685e+03Iteration    15 | Cost: 3.444685e+03Iteration    16 | Cost: 3.444685e+03Iteration    17 | Cost: 3.444685e+03Iteration    18 | Cost: 3.444685e+03
Iteration     1 | Cost: 5.900751e+03Iteration     2 | Cost: 4.052577e+03Iteration     3 | Cost: 3.357501e+03Iteration     4 | Cost: 3.288541e+03Iteration     5 | Cost: 3.287605e+03Iteration     6 | Cost: 3.287559e+03Iteration     7 | Cost: 3.287556e+03Iteration     8 | Cost: 3.287556e+03Iteration     9 | Cost: 3.287555e+03Iteration    10 | Cost: 3.287555e+03Iteration    11 | Cost: 3.287555e+03Iteration    12 | Cost: 3.287555e+03Iteration    13 | Cost: 3.287555e+03Iteration    14 | Cost: 3.287555e+03Iteration    15 | Cost: 3.287555e+03Iteration    16 | Cost: 3.287555e+03Iteration    18 | Cost: 3.287555e+03Iteration    19 | Cost: 3.287555e+03Iteration    20 | Cost: 3.287555e+03Iteration    21 | Cost: 3.287555e+03Iteration    22 | Cost: 3.287555e+03Iteration    23 | Cost: 3.287555e+03
Iteration     1 | Cost: 5.769319e+03Iteration     2 | Cost: 3.786308e+03Iteration     3 | Cost: 3.224079e+03Iteration     4 | Cost: 3.132146e+03Iteration     5 | Cost: 3.131144e+03Iteration     6 | Cost: 3.131082e+03Iteration     7 | Cost: 3.131082e+03Iteration     8 | Cost: 3.131082e+03Iteration     9 | Cost: 3.131082e+03Iteration    10 | Cost: 3.131082e+03Iteration    11 | Cost: 3.131082e+03Iteration    12 | Cost: 3.131082e+03Iteration    13 | Cost: 3.131082e+03Iteration    14 | Cost: 3.131082e+03Iteration    15 | Cost: 3.131082e+03Iteration    16 | Cost: 3.131082e+03Iteration    18 | Cost: 3.131082e+03Iteration    20 | Cost: 3.131082e+03
Iteration     1 | Cost: 1.895717e+04Iteration     2 | Cost: 5.286498e+03Iteration     3 | Cost: 3.577319e+03Iteration     4 | Cost: 3.287826e+03Iteration     5 | Cost: 3.114126e+03Iteration     6 | Cost: 3.111161e+03Iteration     7 | Cost: 3.032378e+03Iteration     8 | Cost: 3.019230e+03Iteration     9 | Cost: 2.992105e+03Iteration    10 | Cost: 2.990936e+03Iteration    11 | Cost: 2.990487e+03Iteration    12 | Cost: 2.990405e+03Iteration    13 | Cost: 2.990398e+03Iteration    14 | Cost: 2.990395e+03Iteration    15 | Cost: 2.990395e+03Iteration    16 | Cost: 2.990395e+03Iteration    17 | Cost: 2.990395e+03Iteration    18 | Cost: 2.990395e+03Iteration    19 | Cost: 2.990395e+03Iteration    20 | Cost: 2.990395e+03Iteration    21 | Cost: 2.990395e+03Iteration    22 | Cost: 2.990395e+03Iteration    23 | Cost: 2.990395e+03Iteration    24 | Cost: 2.990395e+03Iteration    25 | Cost: 2.990394e+03Iteration    26 | Cost: 2.990394e+03Iteration    27 | Cost: 2.990394e+03Iteration    28 | Cost: 2.990394e+03Iteration    29 | Cost: 2.990394e+03Iteration    30 | Cost: 2.990394e+03Iteration    31 | Cost: 2.990394e+03Iteration    32 | Cost: 2.990394e+03Iteration    33 | Cost: 2.990394e+03Iteration    34 | Cost: 2.990394e+03Iteration    35 | Cost: 2.990394e+03Iteration    36 | Cost: 2.990394e+03Iteration    37 | Cost: 2.990394e+03Iteration    38 | Cost: 2.990394e+03Iteration    39 | Cost: 2.990394e+03Iteration    40 | Cost: 2.990394e+03Iteration    41 | Cost: 2.990394e+03Iteration    42 | Cost: 2.990394e+03Iteration    43 | Cost: 2.990394e+03Iteration    44 | Cost: 2.990394e+03Iteration    46 | Cost: 2.990394e+03
Iteration     1 | Cost: 1.695568e+04Iteration     2 | Cost: 5.040877e+03Iteration     3 | Cost: 3.444069e+03Iteration     4 | Cost: 3.156428e+03Iteration     5 | Cost: 2.983083e+03Iteration     6 | Cost: 2.874116e+03Iteration     7 | Cost: 2.871435e+03Iteration     8 | Cost: 2.870617e+03Iteration     9 | Cost: 2.870149e+03Iteration    10 | Cost: 2.870092e+03Iteration    11 | Cost: 2.870063e+03Iteration    12 | Cost: 2.870061e+03Iteration    13 | Cost: 2.870061e+03Iteration    14 | Cost: 2.870060e+03Iteration    15 | Cost: 2.870060e+03Iteration    16 | Cost: 2.870060e+03Iteration    17 | Cost: 2.870060e+03Iteration    18 | Cost: 2.870060e+03Iteration    19 | Cost: 2.870060e+03Iteration    20 | Cost: 2.870060e+03Iteration    21 | Cost: 2.870060e+03Iteration    22 | Cost: 2.870060e+03Iteration    23 | Cost: 2.870060e+03Iteration    24 | Cost: 2.870060e+03Iteration    25 | Cost: 2.870060e+03Iteration    26 | Cost: 2.870060e+03Iteration    27 | Cost: 2.870060e+03Iteration    28 | Cost: 2.870060e+03Iteration    29 | Cost: 2.870060e+03Iteration    30 | Cost: 2.870060e+03Iteration    31 | Cost: 2.870060e+03Iteration    32 | Cost: 2.870060e+03Iteration    33 | Cost: 2.870060e+03Iteration    35 | Cost: 2.870060e+03Iteration    36 | Cost: 2.870060e+03
Iteration     1 | Cost: 1.517808e+04Iteration     2 | Cost: 4.795130e+03Iteration     3 | Cost: 3.364677e+03Iteration     4 | Cost: 3.065856e+03Iteration     5 | Cost: 2.884087e+03Iteration     6 | Cost: 2.766936e+03Iteration     7 | Cost: 2.765304e+03Iteration     8 | Cost: 2.763025e+03Iteration     9 | Cost: 2.762860e+03Iteration    10 | Cost: 2.762632e+03Iteration    11 | Cost: 2.762406e+03Iteration    12 | Cost: 2.762321e+03Iteration    13 | Cost: 2.762265e+03Iteration    14 | Cost: 2.762234e+03Iteration    15 | Cost: 2.762232e+03Iteration    16 | Cost: 2.762227e+03Iteration    17 | Cost: 2.762227e+03Iteration    18 | Cost: 2.762226e+03Iteration    19 | Cost: 2.762226e+03Iteration    20 | Cost: 2.762226e+03Iteration    21 | Cost: 2.762226e+03Iteration    22 | Cost: 2.762226e+03Iteration    23 | Cost: 2.762226e+03Iteration    24 | Cost: 2.762226e+03Iteration    25 | Cost: 2.762226e+03Iteration    26 | Cost: 2.762226e+03Iteration    27 | Cost: 2.762226e+03Iteration    28 | Cost: 2.762226e+03Iteration    29 | Cost: 2.762226e+03Iteration    30 | Cost: 2.762226e+03Iteration    31 | Cost: 2.762226e+03Iteration    32 | Cost: 2.762226e+03Iteration    33 | Cost: 2.762226e+03Iteration    34 | Cost: 2.762226e+03Iteration    35 | Cost: 2.762226e+03Iteration    36 | Cost: 2.762226e+03Iteration    37 | Cost: 2.762226e+03Iteration    38 | Cost: 2.762226e+03Iteration    39 | Cost: 2.762226e+03Iteration    40 | Cost: 2.762226e+03Iteration    41 | Cost: 2.762226e+03
Iteration     1 | Cost: 1.369505e+04Iteration     2 | Cost: 4.810977e+03Iteration     3 | Cost: 3.373100e+03Iteration     4 | Cost: 2.946413e+03Iteration     5 | Cost: 2.774505e+03Iteration     6 | Cost: 2.670787e+03Iteration     7 | Cost: 2.668662e+03Iteration     8 | Cost: 2.666072e+03Iteration     9 | Cost: 2.665979e+03Iteration    10 | Cost: 2.665872e+03Iteration    11 | Cost: 2.665825e+03Iteration    12 | Cost: 2.665813e+03Iteration    13 | Cost: 2.665810e+03Iteration    14 | Cost: 2.665809e+03Iteration    15 | Cost: 2.665807e+03Iteration    16 | Cost: 2.665807e+03Iteration    17 | Cost: 2.665807e+03Iteration    18 | Cost: 2.665807e+03Iteration    19 | Cost: 2.665807e+03Iteration    20 | Cost: 2.665807e+03Iteration    21 | Cost: 2.665807e+03Iteration    22 | Cost: 2.665807e+03Iteration    23 | Cost: 2.665807e+03Iteration    24 | Cost: 2.665807e+03Iteration    25 | Cost: 2.665807e+03Iteration    26 | Cost: 2.665807e+03Iteration    27 | Cost: 2.665807e+03Iteration    28 | Cost: 2.665807e+03Iteration    29 | Cost: 2.665807e+03Iteration    30 | Cost: 2.665807e+03Iteration    31 | Cost: 2.665807e+03Iteration    32 | Cost: 2.665807e+03Iteration    33 | Cost: 2.665807e+03Iteration    34 | Cost: 2.665807e+03Iteration    35 | Cost: 2.665807e+03Iteration    36 | Cost: 2.665807e+03
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Iteration     1 | Cost: 7.965511e+03Iteration     2 | Cost: 3.775839e+03Iteration     3 | Cost: 3.076959e+03Iteration     4 | Cost: 2.312260e+03Iteration     5 | Cost: 2.285360e+03Iteration     6 | Cost: 2.255300e+03Iteration     7 | Cost: 2.228097e+03Iteration     8 | Cost: 2.221341e+03Iteration     9 | Cost: 2.217433e+03Iteration    10 | Cost: 2.217074e+03Iteration    11 | Cost: 2.216616e+03Iteration    12 | Cost: 2.216552e+03Iteration    13 | Cost: 2.216383e+03Iteration    14 | Cost: 2.216342e+03Iteration    15 | Cost: 2.216321e+03Iteration    16 | Cost: 2.216319e+03Iteration    17 | Cost: 2.216309e+03Iteration    18 | Cost: 2.216299e+03Iteration    19 | Cost: 2.216295e+03Iteration    20 | Cost: 2.216294e+03Iteration    21 | Cost: 2.216294e+03Iteration    22 | Cost: 2.216294e+03Iteration    23 | Cost: 2.216294e+03Iteration    24 | Cost: 2.216294e+03Iteration    25 | Cost: 2.216294e+03Iteration    26 | Cost: 2.216294e+03Iteration    27 | Cost: 2.216294e+03Iteration    28 | Cost: 2.216294e+03Iteration    29 | Cost: 2.216294e+03Iteration    30 | Cost: 2.216294e+03Iteration    31 | Cost: 2.216294e+03Iteration    32 | Cost: 2.216294e+03Iteration    33 | Cost: 2.216294e+03Iteration    34 | Cost: 2.216294e+03Iteration    35 | Cost: 2.216294e+03Iteration    36 | Cost: 2.216294e+03Iteration    37 | Cost: 2.216294e+03Iteration    38 | Cost: 2.216294e+03Iteration    39 | Cost: 2.216294e+03Iteration    40 | Cost: 2.216294e+03Iteration    41 | Cost: 2.216294e+03Iteration    42 | Cost: 2.216294e+03Iteration    43 | Cost: 2.216294e+03Iteration    44 | Cost: 2.216294e+03
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Iteration     1 | Cost: 6.795855e+03Iteration     2 | Cost: 3.162053e+03Iteration     3 | Cost: 2.678252e+03Iteration     4 | Cost: 2.245177e+03Iteration     5 | Cost: 2.206274e+03Iteration     6 | Cost: 2.190418e+03Iteration     7 | Cost: 2.166772e+03Iteration     8 | Cost: 2.159095e+03Iteration     9 | Cost: 2.156698e+03Iteration    10 | Cost: 2.154091e+03Iteration    11 | Cost: 2.153573e+03Iteration    12 | Cost: 2.153265e+03Iteration    13 | Cost: 2.152951e+03Iteration    14 | Cost: 2.152937e+03Iteration    15 | Cost: 2.152936e+03Iteration    16 | Cost: 2.152934e+03Iteration    17 | Cost: 2.152933e+03Iteration    18 | Cost: 2.152933e+03Iteration    19 | Cost: 2.152933e+03Iteration    20 | Cost: 2.152933e+03Iteration    21 | Cost: 2.152933e+03Iteration    22 | Cost: 2.152933e+03Iteration    23 | Cost: 2.152933e+03Iteration    24 | Cost: 2.152933e+03Iteration    25 | Cost: 2.152933e+03Iteration    26 | Cost: 2.152933e+03Iteration    27 | Cost: 2.152933e+03Iteration    28 | Cost: 2.152933e+03Iteration    29 | Cost: 2.152933e+03Iteration    30 | Cost: 2.152933e+03Iteration    31 | Cost: 2.152933e+03Iteration    32 | Cost: 2.152933e+03Iteration    33 | Cost: 2.152933e+03Iteration    34 | Cost: 2.152933e+03Iteration    35 | Cost: 2.152933e+03Iteration    36 | Cost: 2.152933e+03Iteration    37 | Cost: 2.152933e+03Iteration    38 | Cost: 2.152933e+03Iteration    39 | Cost: 2.152933e+03Iteration    40 | Cost: 2.152933e+03Iteration    41 | Cost: 2.152933e+03Iteration    42 | Cost: 2.152933e+03Iteration    43 | Cost: 2.152933e+03Iteration    44 | Cost: 2.152933e+03Iteration    45 | Cost: 2.152933e+03Iteration    46 | Cost: 2.152933e+03Iteration    47 | Cost: 2.152933e+03Iteration    48 | Cost: 2.152933e+03Iteration    49 | Cost: 2.152933e+03Iteration    50 | Cost: 2.152933e+03Iteration    52 | Cost: 2.152933e+03Iteration    54 | Cost: 2.152933e+03
Iteration     1 | Cost: 6.292027e+03Iteration     2 | Cost: 2.841464e+03Iteration     3 | Cost: 2.473824e+03Iteration     4 | Cost: 2.216780e+03Iteration     5 | Cost: 2.192774e+03Iteration     6 | Cost: 2.121077e+03Iteration     7 | Cost: 2.109615e+03Iteration     8 | Cost: 2.096149e+03Iteration     9 | Cost: 2.095643e+03Iteration    10 | Cost: 2.094161e+03Iteration    11 | Cost: 2.093187e+03Iteration    12 | Cost: 2.093082e+03Iteration    13 | Cost: 2.092666e+03Iteration    14 | Cost: 2.092403e+03Iteration    15 | Cost: 2.092330e+03Iteration    16 | Cost: 2.092328e+03Iteration    17 | Cost: 2.092322e+03Iteration    18 | Cost: 2.092320e+03Iteration    19 | Cost: 2.092320e+03Iteration    20 | Cost: 2.092319e+03Iteration    21 | Cost: 2.092319e+03Iteration    22 | Cost: 2.092319e+03Iteration    23 | Cost: 2.092319e+03Iteration    24 | Cost: 2.092319e+03Iteration    25 | Cost: 2.092319e+03Iteration    26 | Cost: 2.092319e+03Iteration    27 | Cost: 2.092319e+03Iteration    28 | Cost: 2.092319e+03Iteration    29 | Cost: 2.092319e+03Iteration    30 | Cost: 2.092319e+03Iteration    31 | Cost: 2.092319e+03Iteration    32 | Cost: 2.092319e+03Iteration    33 | Cost: 2.092319e+03Iteration    34 | Cost: 2.092319e+03Iteration    35 | Cost: 2.092319e+03Iteration    36 | Cost: 2.092319e+03Iteration    37 | Cost: 2.092319e+03Iteration    38 | Cost: 2.092319e+03
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Iteration     1 | Cost: 4.853894e+03Iteration     2 | Cost: 1.790455e+03Iteration     3 | Cost: 1.629648e+03Iteration     4 | Cost: 1.573449e+03Iteration     5 | Cost: 1.569033e+03Iteration     6 | Cost: 1.568790e+03Iteration     7 | Cost: 1.568638e+03Iteration     8 | Cost: 1.568442e+03Iteration     9 | Cost: 1.568414e+03Iteration    10 | Cost: 1.568395e+03Iteration    11 | Cost: 1.568382e+03Iteration    12 | Cost: 1.568366e+03Iteration    13 | Cost: 1.568358e+03Iteration    14 | Cost: 1.568357e+03Iteration    15 | Cost: 1.568355e+03Iteration    16 | Cost: 1.568355e+03Iteration    17 | Cost: 1.568355e+03Iteration    18 | Cost: 1.568355e+03Iteration    19 | Cost: 1.568355e+03Iteration    20 | Cost: 1.568355e+03Iteration    21 | Cost: 1.568355e+03Iteration    22 | Cost: 1.568355e+03Iteration    23 | Cost: 1.568355e+03Iteration    24 | Cost: 1.568355e+03Iteration    25 | Cost: 1.568355e+03Iteration    26 | Cost: 1.568355e+03Iteration    27 | Cost: 1.568355e+03Iteration    28 | Cost: 1.568355e+03Iteration    29 | Cost: 1.568355e+03Iteration    30 | Cost: 1.568355e+03Iteration    31 | Cost: 1.568355e+03Iteration    32 | Cost: 1.568355e+03Iteration    33 | Cost: 1.568355e+03Iteration    34 | Cost: 1.568355e+03Iteration    35 | Cost: 1.568355e+03Iteration    36 | Cost: 1.568355e+03Iteration    37 | Cost: 1.568355e+03Iteration    38 | Cost: 1.568355e+03
Iteration     1 | Cost: 4.849965e+03Iteration     2 | Cost: 1.753333e+03Iteration     3 | Cost: 1.597746e+03Iteration     4 | Cost: 1.542766e+03Iteration     5 | Cost: 1.539503e+03Iteration     6 | Cost: 1.539154e+03Iteration     7 | Cost: 1.538464e+03Iteration     8 | Cost: 1.538172e+03Iteration     9 | Cost: 1.538147e+03Iteration    10 | Cost: 1.537864e+03Iteration    11 | Cost: 1.537765e+03Iteration    12 | Cost: 1.537749e+03Iteration    13 | Cost: 1.537730e+03Iteration    14 | Cost: 1.537729e+03Iteration    15 | Cost: 1.537728e+03Iteration    16 | Cost: 1.537727e+03Iteration    17 | Cost: 1.537727e+03Iteration    18 | Cost: 1.537726e+03Iteration    19 | Cost: 1.537726e+03Iteration    20 | Cost: 1.537726e+03Iteration    21 | Cost: 1.537726e+03Iteration    22 | Cost: 1.537726e+03Iteration    23 | Cost: 1.537726e+03Iteration    24 | Cost: 1.537726e+03Iteration    25 | Cost: 1.537726e+03Iteration    26 | Cost: 1.537726e+03Iteration    27 | Cost: 1.537726e+03Iteration    28 | Cost: 1.537726e+03Iteration    29 | Cost: 1.537726e+03Iteration    30 | Cost: 1.537726e+03Iteration    31 | Cost: 1.537726e+03Iteration    32 | Cost: 1.537726e+03Iteration    33 | Cost: 1.537726e+03Iteration    34 | Cost: 1.537726e+03Iteration    35 | Cost: 1.537726e+03Iteration    36 | Cost: 1.537726e+03Iteration    37 | Cost: 1.537726e+03Iteration    38 | Cost: 1.537726e+03Iteration    39 | Cost: 1.537726e+03Iteration    40 | Cost: 1.537726e+03Iteration    41 | Cost: 1.537726e+03Iteration    42 | Cost: 1.537726e+03Iteration    44 | Cost: 1.537726e+03
Iteration     1 | Cost: 4.929083e+03Iteration     2 | Cost: 1.691566e+03Iteration     3 | Cost: 1.552412e+03Iteration     4 | Cost: 1.513064e+03Iteration     5 | Cost: 1.507988e+03Iteration     6 | Cost: 1.507763e+03Iteration     7 | Cost: 1.507761e+03Iteration     8 | Cost: 1.507761e+03Iteration     9 | Cost: 1.507761e+03Iteration    10 | Cost: 1.507761e+03Iteration    11 | Cost: 1.507761e+03Iteration    12 | Cost: 1.507761e+03Iteration    13 | Cost: 1.507761e+03Iteration    14 | Cost: 1.507761e+03Iteration    15 | Cost: 1.507761e+03Iteration    16 | Cost: 1.507761e+03Iteration    17 | Cost: 1.507761e+03Iteration    18 | Cost: 1.507761e+03Iteration    19 | Cost: 1.507761e+03Iteration    20 | Cost: 1.507761e+03Iteration    21 | Cost: 1.507761e+03
Iteration     1 | Cost: 5.023105e+03Iteration     2 | Cost: 1.635577e+03Iteration     3 | Cost: 1.515049e+03Iteration     4 | Cost: 1.484454e+03Iteration     5 | Cost: 1.479198e+03Iteration     6 | Cost: 1.478936e+03Iteration     7 | Cost: 1.478935e+03Iteration     8 | Cost: 1.478935e+03Iteration     9 | Cost: 1.478935e+03
Iteration     1 | Cost: 4.966845e+03Iteration     2 | Cost: 1.605768e+03Iteration     3 | Cost: 1.485899e+03Iteration     4 | Cost: 1.458170e+03Iteration     5 | Cost: 1.453659e+03Iteration     6 | Cost: 1.453439e+03Iteration     7 | Cost: 1.453438e+03Iteration     8 | Cost: 1.453438e+03Iteration     9 | Cost: 1.453438e+03
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Iteration     1 | Cost: 4.965005e+03Iteration     2 | Cost: 1.560951e+03Iteration     3 | Cost: 1.442560e+03Iteration     4 | Cost: 1.413259e+03Iteration     5 | Cost: 1.408509e+03Iteration     6 | Cost: 1.408283e+03Iteration     7 | Cost: 1.408280e+03Iteration     8 | Cost: 1.408280e+03Iteration     9 | Cost: 1.408280e+03
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Iteration     1 | Cost: 4.918063e+03Iteration     2 | Cost: 1.509539e+03Iteration     3 | Cost: 1.394045e+03Iteration     4 | Cost: 1.364762e+03Iteration     5 | Cost: 1.360102e+03Iteration     6 | Cost: 1.359875e+03Iteration     7 | Cost: 1.359870e+03Iteration     8 | Cost: 1.359870e+03Iteration     9 | Cost: 1.359870e+03Iteration    10 | Cost: 1.359870e+03
Iteration     1 | Cost: 4.990249e+03Iteration     2 | Cost: 1.460592e+03Iteration     3 | Cost: 1.361768e+03Iteration     4 | Cost: 1.341579e+03Iteration     5 | Cost: 1.336828e+03Iteration     6 | Cost: 1.336593e+03Iteration     7 | Cost: 1.336592e+03Iteration     8 | Cost: 1.336592e+03Iteration     9 | Cost: 1.336592e+03Iteration    10 | Cost: 1.336592e+03Iteration    11 | Cost: 1.336592e+03Iteration    12 | Cost: 1.336592e+03Iteration    13 | Cost: 1.336592e+03Iteration    14 | Cost: 1.336592e+03Iteration    15 | Cost: 1.336592e+03Iteration    16 | Cost: 1.336592e+03Iteration    17 | Cost: 1.336592e+03Iteration    18 | Cost: 1.336592e+03Iteration    19 | Cost: 1.336592e+03Iteration    20 | Cost: 1.336592e+03Iteration    21 | Cost: 1.336592e+03Iteration    22 | Cost: 1.336592e+03Iteration    23 | Cost: 1.336592e+03Iteration    24 | Cost: 1.336592e+03Iteration    25 | Cost: 1.336592e+03
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Iteration     1 | Cost: 9.480683e+03Iteration     2 | Cost: 3.465525e+03Iteration     3 | Cost: 1.570147e+03Iteration     4 | Cost: 1.330682e+03Iteration     5 | Cost: 1.310489e+03Iteration     6 | Cost: 1.306771e+03Iteration     7 | Cost: 1.294972e+03Iteration     8 | Cost: 1.293950e+03Iteration     9 | Cost: 1.292834e+03Iteration    10 | Cost: 1.292655e+03Iteration    11 | Cost: 1.292581e+03Iteration    12 | Cost: 1.292549e+03Iteration    13 | Cost: 1.292516e+03Iteration    14 | Cost: 1.292503e+03Iteration    15 | Cost: 1.292501e+03Iteration    16 | Cost: 1.292499e+03Iteration    17 | Cost: 1.292499e+03Iteration    18 | Cost: 1.292498e+03Iteration    19 | Cost: 1.292498e+03Iteration    20 | Cost: 1.292498e+03Iteration    21 | Cost: 1.292498e+03Iteration    22 | Cost: 1.292498e+03Iteration    23 | Cost: 1.292498e+03Iteration    24 | Cost: 1.292498e+03Iteration    25 | Cost: 1.292498e+03Iteration    26 | Cost: 1.292498e+03Iteration    27 | Cost: 1.292498e+03Iteration    28 | Cost: 1.292498e+03Iteration    29 | Cost: 1.292498e+03Iteration    30 | Cost: 1.292498e+03Iteration    31 | Cost: 1.292498e+03Iteration    32 | Cost: 1.292498e+03Iteration    33 | Cost: 1.292498e+03Iteration    34 | Cost: 1.292498e+03Iteration    36 | Cost: 1.292498e+03
Iteration     1 | Cost: 9.216054e+03Iteration     2 | Cost: 3.261938e+03Iteration     3 | Cost: 1.634238e+03Iteration     4 | Cost: 1.310392e+03Iteration     5 | Cost: 1.288413e+03Iteration     6 | Cost: 1.286119e+03Iteration     7 | Cost: 1.275317e+03Iteration     8 | Cost: 1.272496e+03Iteration     9 | Cost: 1.271970e+03Iteration    10 | Cost: 1.271630e+03Iteration    11 | Cost: 1.271576e+03Iteration    12 | Cost: 1.271465e+03Iteration    13 | Cost: 1.271446e+03Iteration    14 | Cost: 1.271439e+03Iteration    15 | Cost: 1.271438e+03Iteration    16 | Cost: 1.271438e+03Iteration    17 | Cost: 1.271438e+03Iteration    18 | Cost: 1.271438e+03Iteration    19 | Cost: 1.271438e+03Iteration    20 | Cost: 1.271438e+03Iteration    21 | Cost: 1.271438e+03Iteration    22 | Cost: 1.271438e+03Iteration    23 | Cost: 1.271438e+03Iteration    24 | Cost: 1.271438e+03Iteration    25 | Cost: 1.271438e+03Iteration    26 | Cost: 1.271438e+03Iteration    27 | Cost: 1.271438e+03Iteration    28 | Cost: 1.271438e+03Iteration    29 | Cost: 1.271438e+03Iteration    30 | Cost: 1.271438e+03Iteration    31 | Cost: 1.271438e+03Iteration    32 | Cost: 1.271438e+03Iteration    33 | Cost: 1.271438e+03Iteration    34 | Cost: 1.271438e+03Iteration    35 | Cost: 1.271438e+03Iteration    36 | Cost: 1.271438e+03Iteration    37 | Cost: 1.271438e+03Iteration    38 | Cost: 1.271438e+03Iteration    39 | Cost: 1.271438e+03
Iteration     1 | Cost: 8.963304e+03Iteration     2 | Cost: 3.436793e+03Iteration     3 | Cost: 1.372056e+03Iteration     4 | Cost: 1.295865e+03Iteration     5 | Cost: 1.266120e+03Iteration     6 | Cost: 1.254539e+03Iteration     7 | Cost: 1.253252e+03Iteration     8 | Cost: 1.251546e+03Iteration     9 | Cost: 1.251519e+03Iteration    10 | Cost: 1.251307e+03Iteration    11 | Cost: 1.251260e+03Iteration    12 | Cost: 1.251197e+03Iteration    13 | Cost: 1.251193e+03Iteration    14 | Cost: 1.251191e+03Iteration    15 | Cost: 1.251187e+03Iteration    16 | Cost: 1.251185e+03Iteration    17 | Cost: 1.251184e+03Iteration    18 | Cost: 1.251183e+03Iteration    19 | Cost: 1.251183e+03Iteration    20 | Cost: 1.251183e+03Iteration    21 | Cost: 1.251183e+03Iteration    22 | Cost: 1.251183e+03Iteration    23 | Cost: 1.251183e+03Iteration    24 | Cost: 1.251183e+03Iteration    25 | Cost: 1.251183e+03Iteration    26 | Cost: 1.251183e+03Iteration    27 | Cost: 1.251183e+03Iteration    28 | Cost: 1.251183e+03Iteration    29 | Cost: 1.251183e+03Iteration    30 | Cost: 1.251183e+03Iteration    31 | Cost: 1.251183e+03Iteration    32 | Cost: 1.251183e+03Iteration    33 | Cost: 1.251183e+03Iteration    34 | Cost: 1.251183e+03Iteration    35 | Cost: 1.251183e+03Iteration    36 | Cost: 1.251183e+03Iteration    37 | Cost: 1.251183e+03Iteration    38 | Cost: 1.251183e+03Iteration    39 | Cost: 1.251183e+03Iteration    40 | Cost: 1.251183e+03Iteration    41 | Cost: 1.251183e+03Iteration    42 | Cost: 1.251183e+03Iteration    44 | Cost: 1.251183e+03Iteration    45 | Cost: 1.251183e+03Iteration    46 | Cost: 1.251183e+03
Iteration     1 | Cost: 8.693710e+03Iteration     2 | Cost: 3.070376e+03Iteration     3 | Cost: 1.385163e+03Iteration     4 | Cost: 1.291007e+03Iteration     5 | Cost: 1.290367e+03Iteration     6 | Cost: 1.265483e+03Iteration     7 | Cost: 1.246579e+03Iteration     8 | Cost: 1.242158e+03Iteration     9 | Cost: 1.237053e+03Iteration    10 | Cost: 1.234608e+03Iteration    11 | Cost: 1.234362e+03Iteration    12 | Cost: 1.233341e+03Iteration    13 | Cost: 1.232882e+03Iteration    14 | Cost: 1.232755e+03Iteration    15 | Cost: 1.232629e+03Iteration    16 | Cost: 1.232598e+03Iteration    17 | Cost: 1.232554e+03Iteration    18 | Cost: 1.232536e+03Iteration    19 | Cost: 1.232526e+03Iteration    20 | Cost: 1.232522e+03Iteration    21 | Cost: 1.232518e+03Iteration    22 | Cost: 1.232516e+03Iteration    23 | Cost: 1.232516e+03Iteration    24 | Cost: 1.232516e+03Iteration    25 | Cost: 1.232516e+03Iteration    26 | Cost: 1.232516e+03Iteration    27 | Cost: 1.232516e+03Iteration    28 | Cost: 1.232516e+03Iteration    29 | Cost: 1.232516e+03Iteration    30 | Cost: 1.232516e+03Iteration    31 | Cost: 1.232516e+03Iteration    32 | Cost: 1.232516e+03Iteration    33 | Cost: 1.232516e+03Iteration    34 | Cost: 1.232516e+03Iteration    35 | Cost: 1.232516e+03Iteration    36 | Cost: 1.232516e+03Iteration    37 | Cost: 1.232516e+03Iteration    38 | Cost: 1.232516e+03Iteration    39 | Cost: 1.232516e+03Iteration    40 | Cost: 1.232516e+03Iteration    41 | Cost: 1.232516e+03Iteration    42 | Cost: 1.232516e+03Iteration    43 | Cost: 1.232516e+03Iteration    44 | Cost: 1.232516e+03Iteration    45 | Cost: 1.232516e+03Iteration    46 | Cost: 1.232516e+03Iteration    47 | Cost: 1.232516e+03Iteration    48 | Cost: 1.232516e+03
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Iteration     1 | Cost: 5.742174e+03Iteration     2 | Cost: 1.066790e+03Iteration     3 | Cost: 1.010864e+03Iteration     4 | Cost: 9.978211e+02Iteration     5 | Cost: 9.934214e+02Iteration     6 | Cost: 9.916941e+02Iteration     7 | Cost: 9.908127e+02Iteration     8 | Cost: 9.906753e+02Iteration     9 | Cost: 9.905041e+02Iteration    10 | Cost: 9.904828e+02Iteration    11 | Cost: 9.904708e+02Iteration    12 | Cost: 9.904609e+02Iteration    13 | Cost: 9.904581e+02Iteration    14 | Cost: 9.904540e+02Iteration    15 | Cost: 9.904525e+02Iteration    16 | Cost: 9.904515e+02Iteration    17 | Cost: 9.904514e+02Iteration    18 | Cost: 9.904511e+02Iteration    19 | Cost: 9.904508e+02Iteration    20 | Cost: 9.904506e+02Iteration    21 | Cost: 9.904505e+02Iteration    22 | Cost: 9.904505e+02Iteration    23 | Cost: 9.904505e+02Iteration    24 | Cost: 9.904505e+02Iteration    25 | Cost: 9.904504e+02Iteration    26 | Cost: 9.904504e+02Iteration    27 | Cost: 9.904504e+02Iteration    28 | Cost: 9.904504e+02Iteration    29 | Cost: 9.904504e+02Iteration    30 | Cost: 9.904504e+02Iteration    31 | Cost: 9.904504e+02Iteration    32 | Cost: 9.904504e+02Iteration    33 | Cost: 9.904504e+02Iteration    34 | Cost: 9.904504e+02Iteration    35 | Cost: 9.904504e+02Iteration    36 | Cost: 9.904504e+02Iteration    37 | Cost: 9.904504e+02Iteration    38 | Cost: 9.904504e+02Iteration    39 | Cost: 9.904504e+02Iteration    40 | Cost: 9.904504e+02Iteration    41 | Cost: 9.904504e+02Iteration    42 | Cost: 9.904504e+02Iteration    44 | Cost: 9.904504e+02Iteration    45 | Cost: 9.904504e+02Iteration    47 | Cost: 9.904504e+02
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Iteration     1 | Cost: 5.511429e+03Iteration     2 | Cost: 9.961267e+02Iteration     3 | Cost: 9.871186e+02Iteration     4 | Cost: 9.743913e+02Iteration     5 | Cost: 9.729085e+02Iteration     6 | Cost: 9.708837e+02Iteration     7 | Cost: 9.688324e+02Iteration     8 | Cost: 9.683868e+02Iteration     9 | Cost: 9.677846e+02Iteration    10 | Cost: 9.676451e+02Iteration    11 | Cost: 9.674682e+02Iteration    12 | Cost: 9.674246e+02Iteration    13 | Cost: 9.674095e+02Iteration    14 | Cost: 9.673903e+02Iteration    15 | Cost: 9.673899e+02Iteration    16 | Cost: 9.673888e+02Iteration    17 | Cost: 9.673884e+02Iteration    18 | Cost: 9.673877e+02Iteration    19 | Cost: 9.673876e+02Iteration    20 | Cost: 9.673875e+02Iteration    21 | Cost: 9.673875e+02Iteration    22 | Cost: 9.673875e+02Iteration    23 | Cost: 9.673875e+02Iteration    24 | Cost: 9.673875e+02Iteration    25 | Cost: 9.673875e+02Iteration    26 | Cost: 9.673875e+02Iteration    27 | Cost: 9.673875e+02Iteration    28 | Cost: 9.673875e+02Iteration    29 | Cost: 9.673875e+02Iteration    30 | Cost: 9.673875e+02Iteration    31 | Cost: 9.673875e+02Iteration    32 | Cost: 9.673875e+02Iteration    33 | Cost: 9.673875e+02Iteration    34 | Cost: 9.673875e+02Iteration    35 | Cost: 9.673875e+02Iteration    36 | Cost: 9.673875e+02Iteration    37 | Cost: 9.673875e+02Iteration    38 | Cost: 9.673875e+02Iteration    39 | Cost: 9.673875e+02Iteration    40 | Cost: 9.673875e+02
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Iteration     1 | Cost: 4.919610e+03Iteration     2 | Cost: 1.008717e+03Iteration     3 | Cost: 9.203796e+02Iteration     4 | Cost: 8.992484e+02Iteration     5 | Cost: 8.963355e+02Iteration     6 | Cost: 8.950541e+02Iteration     7 | Cost: 8.947984e+02Iteration     8 | Cost: 8.945566e+02Iteration     9 | Cost: 8.945227e+02Iteration    10 | Cost: 8.945182e+02Iteration    11 | Cost: 8.945133e+02Iteration    12 | Cost: 8.945132e+02Iteration    13 | Cost: 8.945130e+02Iteration    14 | Cost: 8.945128e+02Iteration    15 | Cost: 8.945127e+02Iteration    16 | Cost: 8.945126e+02Iteration    17 | Cost: 8.945126e+02Iteration    18 | Cost: 8.945126e+02Iteration    19 | Cost: 8.945126e+02Iteration    20 | Cost: 8.945126e+02Iteration    21 | Cost: 8.945126e+02Iteration    22 | Cost: 8.945126e+02Iteration    23 | Cost: 8.945126e+02Iteration    24 | Cost: 8.945126e+02Iteration    25 | Cost: 8.945126e+02Iteration    26 | Cost: 8.945126e+02Iteration    27 | Cost: 8.945126e+02Iteration    28 | Cost: 8.945126e+02Iteration    29 | Cost: 8.945126e+02Iteration    30 | Cost: 8.945126e+02Iteration    31 | Cost: 8.945126e+02Iteration    32 | Cost: 8.945126e+02Iteration    33 | Cost: 8.945126e+02Iteration    34 | Cost: 8.945126e+02Iteration    35 | Cost: 8.945126e+02Iteration    36 | Cost: 8.945126e+02Iteration    37 | Cost: 8.945126e+02Iteration    38 | Cost: 8.945126e+02Iteration    39 | Cost: 8.945126e+02Iteration    40 | Cost: 8.945126e+02
Iteration     1 | Cost: 4.829094e+03Iteration     2 | Cost: 1.015639e+03Iteration     3 | Cost: 9.124834e+02Iteration     4 | Cost: 8.904475e+02Iteration     5 | Cost: 8.866030e+02Iteration     6 | Cost: 8.849760e+02Iteration     7 | Cost: 8.847328e+02Iteration     8 | Cost: 8.846449e+02Iteration     9 | Cost: 8.846163e+02Iteration    10 | Cost: 8.846090e+02Iteration    11 | Cost: 8.846086e+02Iteration    12 | Cost: 8.846085e+02Iteration    13 | Cost: 8.846085e+02Iteration    14 | Cost: 8.846085e+02Iteration    15 | Cost: 8.846085e+02Iteration    16 | Cost: 8.846085e+02Iteration    17 | Cost: 8.846085e+02Iteration    18 | Cost: 8.846085e+02Iteration    19 | Cost: 8.846085e+02
Iteration     1 | Cost: 4.803624e+03Iteration     2 | Cost: 1.009721e+03Iteration     3 | Cost: 9.058411e+02Iteration     4 | Cost: 8.820009e+02Iteration     5 | Cost: 8.776547e+02Iteration     6 | Cost: 8.760063e+02Iteration     7 | Cost: 8.758580e+02Iteration     8 | Cost: 8.756751e+02Iteration     9 | Cost: 8.756605e+02Iteration    10 | Cost: 8.756501e+02Iteration    11 | Cost: 8.756474e+02Iteration    12 | Cost: 8.756411e+02Iteration    13 | Cost: 8.756399e+02Iteration    14 | Cost: 8.756383e+02Iteration    15 | Cost: 8.756379e+02Iteration    16 | Cost: 8.756378e+02Iteration    17 | Cost: 8.756374e+02Iteration    18 | Cost: 8.756373e+02Iteration    19 | Cost: 8.756373e+02Iteration    20 | Cost: 8.756373e+02Iteration    21 | Cost: 8.756373e+02Iteration    22 | Cost: 8.756373e+02Iteration    23 | Cost: 8.756373e+02Iteration    24 | Cost: 8.756373e+02Iteration    25 | Cost: 8.756373e+02Iteration    26 | Cost: 8.756373e+02Iteration    27 | Cost: 8.756373e+02Iteration    28 | Cost: 8.756373e+02Iteration    29 | Cost: 8.756373e+02Iteration    30 | Cost: 8.756373e+02Iteration    31 | Cost: 8.756373e+02Iteration    32 | Cost: 8.756373e+02Iteration    33 | Cost: 8.756373e+02Iteration    34 | Cost: 8.756373e+02Iteration    35 | Cost: 8.756373e+02Iteration    36 | Cost: 8.756373e+02Iteration    37 | Cost: 8.756373e+02Iteration    39 | Cost: 8.756373e+02
Iteration     1 | Cost: 4.770876e+03Iteration     2 | Cost: 1.003148e+03Iteration     3 | Cost: 8.995963e+02Iteration     4 | Cost: 8.728801e+02Iteration     5 | Cost: 8.681627e+02Iteration     6 | Cost: 8.666550e+02Iteration     7 | Cost: 8.665346e+02Iteration     8 | Cost: 8.663629e+02Iteration     9 | Cost: 8.663111e+02Iteration    10 | Cost: 8.662869e+02Iteration    11 | Cost: 8.662842e+02Iteration    12 | Cost: 8.662838e+02Iteration    13 | Cost: 8.662835e+02Iteration    14 | Cost: 8.662835e+02Iteration    15 | Cost: 8.662834e+02Iteration    16 | Cost: 8.662833e+02Iteration    17 | Cost: 8.662833e+02Iteration    18 | Cost: 8.662833e+02Iteration    19 | Cost: 8.662833e+02Iteration    20 | Cost: 8.662832e+02Iteration    21 | Cost: 8.662832e+02Iteration    22 | Cost: 8.662832e+02Iteration    23 | Cost: 8.662832e+02Iteration    24 | Cost: 8.662832e+02Iteration    25 | Cost: 8.662832e+02Iteration    26 | Cost: 8.662832e+02Iteration    27 | Cost: 8.662832e+02Iteration    28 | Cost: 8.662832e+02Iteration    29 | Cost: 8.662832e+02Iteration    30 | Cost: 8.662832e+02Iteration    31 | Cost: 8.662832e+02Iteration    32 | Cost: 8.662832e+02Iteration    33 | Cost: 8.662832e+02Iteration    34 | Cost: 8.662832e+02Iteration    35 | Cost: 8.662832e+02
Iteration     1 | Cost: 4.695149e+03Iteration     2 | Cost: 1.013388e+03Iteration     3 | Cost: 8.922782e+02Iteration     4 | Cost: 8.643932e+02Iteration     5 | Cost: 8.594168e+02Iteration     6 | Cost: 8.580432e+02Iteration     7 | Cost: 8.577888e+02Iteration     8 | Cost: 8.575337e+02Iteration     9 | Cost: 8.575174e+02Iteration    10 | Cost: 8.575168e+02Iteration    11 | Cost: 8.575164e+02Iteration    12 | Cost: 8.575159e+02Iteration    13 | Cost: 8.575159e+02Iteration    14 | Cost: 8.575159e+02Iteration    15 | Cost: 8.575159e+02Iteration    16 | Cost: 8.575159e+02Iteration    17 | Cost: 8.575159e+02Iteration    18 | Cost: 8.575159e+02Iteration    19 | Cost: 8.575159e+02Iteration    20 | Cost: 8.575159e+02Iteration    21 | Cost: 8.575159e+02Iteration    22 | Cost: 8.575159e+02Iteration    23 | Cost: 8.575159e+02Iteration    24 | Cost: 8.575159e+02Iteration    25 | Cost: 8.575159e+02Iteration    26 | Cost: 8.575159e+02Iteration    27 | Cost: 8.575159e+02Iteration    28 | Cost: 8.575159e+02Iteration    29 | Cost: 8.575159e+02Iteration    30 | Cost: 8.575159e+02Iteration    31 | Cost: 8.575159e+02
Iteration     1 | Cost: 4.608531e+03Iteration     2 | Cost: 1.026739e+03Iteration     3 | Cost: 8.972315e+02Iteration     4 | Cost: 8.673334e+02Iteration     5 | Cost: 8.628159e+02Iteration     6 | Cost: 8.616205e+02Iteration     7 | Cost: 8.611845e+02Iteration     8 | Cost: 8.609006e+02Iteration     9 | Cost: 8.608836e+02Iteration    10 | Cost: 8.608824e+02Iteration    11 | Cost: 8.608818e+02Iteration    12 | Cost: 8.608813e+02Iteration    13 | Cost: 8.608813e+02Iteration    14 | Cost: 8.608810e+02Iteration    15 | Cost: 8.608809e+02Iteration    16 | Cost: 8.608808e+02Iteration    17 | Cost: 8.608808e+02Iteration    18 | Cost: 8.608807e+02Iteration    19 | Cost: 8.608807e+02Iteration    20 | Cost: 8.608807e+02Iteration    21 | Cost: 8.608807e+02Iteration    22 | Cost: 8.608807e+02Iteration    23 | Cost: 8.608807e+02Iteration    24 | Cost: 8.608807e+02Iteration    25 | Cost: 8.608807e+02Iteration    26 | Cost: 8.608807e+02Iteration    27 | Cost: 8.608807e+02Iteration    28 | Cost: 8.608807e+02Iteration    29 | Cost: 8.608807e+02Iteration    30 | Cost: 8.608807e+02Iteration    31 | Cost: 8.608807e+02Iteration    32 | Cost: 8.608807e+02Iteration    33 | Cost: 8.608807e+02Iteration    34 | Cost: 8.608807e+02Iteration    35 | Cost: 8.608807e+02Iteration    36 | Cost: 8.608807e+02Iteration    37 | Cost: 8.608807e+02Iteration    38 | Cost: 8.608807e+02Iteration    39 | Cost: 8.608807e+02Iteration    40 | Cost: 8.608807e+02Iteration    41 | Cost: 8.608807e+02Iteration    42 | Cost: 8.608807e+02
Iteration     1 | Cost: 4.569498e+03Iteration     2 | Cost: 1.020434e+03Iteration     3 | Cost: 8.973822e+02Iteration     4 | Cost: 8.694832e+02Iteration     5 | Cost: 8.645459e+02Iteration     6 | Cost: 8.628205e+02Iteration     7 | Cost: 8.625019e+02Iteration     8 | Cost: 8.622953e+02Iteration     9 | Cost: 8.622948e+02Iteration    10 | Cost: 8.622531e+02Iteration    11 | Cost: 8.622511e+02Iteration    12 | Cost: 8.622486e+02Iteration    13 | Cost: 8.622478e+02Iteration    14 | Cost: 8.622471e+02Iteration    15 | Cost: 8.622467e+02Iteration    16 | Cost: 8.622466e+02Iteration    17 | Cost: 8.622465e+02Iteration    18 | Cost: 8.622464e+02Iteration    19 | Cost: 8.622464e+02Iteration    20 | Cost: 8.622464e+02Iteration    21 | Cost: 8.622464e+02Iteration    22 | Cost: 8.622464e+02Iteration    23 | Cost: 8.622463e+02Iteration    24 | Cost: 8.622463e+02Iteration    25 | Cost: 8.622463e+02Iteration    26 | Cost: 8.622463e+02Iteration    27 | Cost: 8.622463e+02Iteration    28 | Cost: 8.622463e+02Iteration    29 | Cost: 8.622463e+02Iteration    30 | Cost: 8.622463e+02Iteration    31 | Cost: 8.622463e+02Iteration    32 | Cost: 8.622463e+02Iteration    33 | Cost: 8.622463e+02Iteration    34 | Cost: 8.622463e+02Iteration    35 | Cost: 8.622463e+02
Iteration     1 | Cost: 4.759186e+03Iteration     2 | Cost: 1.003756e+03Iteration     3 | Cost: 9.528542e+02Iteration     4 | Cost: 9.266668e+02Iteration     5 | Cost: 9.211692e+02Iteration     6 | Cost: 9.204092e+02Iteration     7 | Cost: 9.186680e+02Iteration     8 | Cost: 9.183245e+02Iteration     9 | Cost: 9.183073e+02Iteration    10 | Cost: 9.183021e+02Iteration    11 | Cost: 9.182833e+02Iteration    12 | Cost: 9.182776e+02Iteration    13 | Cost: 9.182769e+02Iteration    14 | Cost: 9.182761e+02Iteration    15 | Cost: 9.182758e+02Iteration    16 | Cost: 9.182757e+02Iteration    17 | Cost: 9.182756e+02Iteration    18 | Cost: 9.182756e+02Iteration    19 | Cost: 9.182756e+02Iteration    20 | Cost: 9.182756e+02Iteration    21 | Cost: 9.182756e+02Iteration    22 | Cost: 9.182756e+02Iteration    23 | Cost: 9.182756e+02Iteration    24 | Cost: 9.182756e+02Iteration    25 | Cost: 9.182756e+02Iteration    26 | Cost: 9.182756e+02Iteration    27 | Cost: 9.182756e+02Iteration    28 | Cost: 9.182756e+02Iteration    29 | Cost: 9.182756e+02Iteration    30 | Cost: 9.182756e+02Iteration    31 | Cost: 9.182756e+02Iteration    32 | Cost: 9.182756e+02Iteration    33 | Cost: 9.182756e+02Iteration    34 | Cost: 9.182756e+02Iteration    35 | Cost: 9.182756e+02Iteration    36 | Cost: 9.182756e+02Iteration    37 | Cost: 9.182756e+02Iteration    38 | Cost: 9.182756e+02Iteration    39 | Cost: 9.182756e+02Iteration    40 | Cost: 9.182756e+02Iteration    41 | Cost: 9.182756e+02Iteration    42 | Cost: 9.182756e+02
Iteration     1 | Cost: 4.938148e+03Iteration     2 | Cost: 9.995430e+02Iteration     3 | Cost: 9.745995e+02Iteration     4 | Cost: 9.645222e+02Iteration     5 | Cost: 9.601108e+02Iteration     6 | Cost: 9.593000e+02Iteration     7 | Cost: 9.567735e+02Iteration     8 | Cost: 9.564317e+02Iteration     9 | Cost: 9.563584e+02Iteration    10 | Cost: 9.563210e+02Iteration    11 | Cost: 9.563201e+02Iteration    12 | Cost: 9.562975e+02Iteration    13 | Cost: 9.562968e+02Iteration    14 | Cost: 9.562959e+02Iteration    15 | Cost: 9.562959e+02Iteration    16 | Cost: 9.562956e+02Iteration    17 | Cost: 9.562955e+02Iteration    18 | Cost: 9.562955e+02Iteration    19 | Cost: 9.562954e+02Iteration    20 | Cost: 9.562954e+02Iteration    21 | Cost: 9.562954e+02Iteration    22 | Cost: 9.562954e+02Iteration    23 | Cost: 9.562954e+02Iteration    24 | Cost: 9.562954e+02Iteration    25 | Cost: 9.562954e+02Iteration    26 | Cost: 9.562954e+02Iteration    27 | Cost: 9.562954e+02Iteration    28 | Cost: 9.562954e+02Iteration    29 | Cost: 9.562954e+02Iteration    30 | Cost: 9.562954e+02Iteration    31 | Cost: 9.562954e+02Iteration    32 | Cost: 9.562954e+02Iteration    33 | Cost: 9.562954e+02Iteration    34 | Cost: 9.562954e+02Iteration    35 | Cost: 9.562954e+02Iteration    36 | Cost: 9.562954e+02
Iteration     1 | Cost: 4.934800e+03Iteration     2 | Cost: 1.012141e+03Iteration     3 | Cost: 9.843446e+02Iteration     4 | Cost: 9.710059e+02Iteration     5 | Cost: 9.684824e+02Iteration     6 | Cost: 9.674994e+02Iteration     7 | Cost: 9.660556e+02Iteration     8 | Cost: 9.653170e+02Iteration     9 | Cost: 9.650718e+02Iteration    10 | Cost: 9.647801e+02Iteration    11 | Cost: 9.646772e+02Iteration    12 | Cost: 9.646221e+02Iteration    13 | Cost: 9.646008e+02Iteration    14 | Cost: 9.645146e+02Iteration    15 | Cost: 9.644904e+02Iteration    16 | Cost: 9.644747e+02Iteration    17 | Cost: 9.644716e+02Iteration    18 | Cost: 9.644593e+02Iteration    19 | Cost: 9.644580e+02Iteration    20 | Cost: 9.644552e+02Iteration    21 | Cost: 9.644537e+02Iteration    22 | Cost: 9.644531e+02Iteration    23 | Cost: 9.644527e+02Iteration    24 | Cost: 9.644527e+02Iteration    25 | Cost: 9.644527e+02Iteration    26 | Cost: 9.644527e+02Iteration    27 | Cost: 9.644527e+02Iteration    28 | Cost: 9.644527e+02Iteration    29 | Cost: 9.644527e+02Iteration    30 | Cost: 9.644527e+02Iteration    31 | Cost: 9.644527e+02Iteration    32 | Cost: 9.644527e+02Iteration    33 | Cost: 9.644527e+02Iteration    34 | Cost: 9.644527e+02Iteration    35 | Cost: 9.644527e+02Iteration    36 | Cost: 9.644527e+02Iteration    37 | Cost: 9.644527e+02Iteration    38 | Cost: 9.644527e+02Iteration    39 | Cost: 9.644527e+02Iteration    40 | Cost: 9.644527e+02Iteration    41 | Cost: 9.644527e+02Iteration    42 | Cost: 9.644527e+02Iteration    43 | Cost: 9.644527e+02Iteration    44 | Cost: 9.644527e+02Iteration    45 | Cost: 9.644527e+02Iteration    46 | Cost: 9.644527e+02Iteration    47 | Cost: 9.644527e+02Iteration    48 | Cost: 9.644527e+02
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Iteration     1 | Cost: 4.661398e+03Iteration     2 | Cost: 1.044953e+03Iteration     3 | Cost: 1.002747e+03Iteration     4 | Cost: 9.707517e+02Iteration     5 | Cost: 9.684031e+02Iteration     6 | Cost: 9.651281e+02Iteration     7 | Cost: 9.631301e+02Iteration     8 | Cost: 9.619442e+02Iteration     9 | Cost: 9.615306e+02Iteration    10 | Cost: 9.612778e+02Iteration    11 | Cost: 9.612113e+02Iteration    12 | Cost: 9.609182e+02Iteration    13 | Cost: 9.608489e+02Iteration    14 | Cost: 9.607526e+02Iteration    15 | Cost: 9.607251e+02Iteration    16 | Cost: 9.606846e+02Iteration    17 | Cost: 9.606523e+02Iteration    18 | Cost: 9.606383e+02Iteration    19 | Cost: 9.606080e+02Iteration    20 | Cost: 9.606064e+02Iteration    21 | Cost: 9.606059e+02Iteration    22 | Cost: 9.606058e+02Iteration    23 | Cost: 9.606058e+02Iteration    24 | Cost: 9.606057e+02Iteration    25 | Cost: 9.606057e+02Iteration    26 | Cost: 9.606057e+02Iteration    27 | Cost: 9.606057e+02Iteration    28 | Cost: 9.606057e+02Iteration    29 | Cost: 9.606057e+02Iteration    30 | Cost: 9.606057e+02Iteration    31 | Cost: 9.606057e+02Iteration    32 | Cost: 9.606057e+02Iteration    33 | Cost: 9.606057e+02Iteration    34 | Cost: 9.606057e+02Iteration    35 | Cost: 9.606057e+02Iteration    36 | Cost: 9.606057e+02Iteration    37 | Cost: 9.606057e+02Iteration    38 | Cost: 9.606057e+02Iteration    39 | Cost: 9.606057e+02Iteration    40 | Cost: 9.606057e+02Iteration    41 | Cost: 9.606057e+02Iteration    42 | Cost: 9.606057e+02Iteration    43 | Cost: 9.606057e+02Iteration    44 | Cost: 9.606057e+02Iteration    45 | Cost: 9.606057e+02Iteration    46 | Cost: 9.606057e+02Iteration    47 | Cost: 9.606057e+02
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Iteration     1 | Cost: 4.602376e+03Iteration     2 | Cost: 1.065745e+03Iteration     3 | Cost: 9.718467e+02Iteration     4 | Cost: 9.502257e+02Iteration     5 | Cost: 9.465957e+02Iteration     6 | Cost: 9.448768e+02Iteration     7 | Cost: 9.445567e+02Iteration     8 | Cost: 9.442079e+02Iteration     9 | Cost: 9.441680e+02Iteration    10 | Cost: 9.441643e+02Iteration    11 | Cost: 9.441615e+02Iteration    12 | Cost: 9.441609e+02Iteration    13 | Cost: 9.441602e+02Iteration    14 | Cost: 9.441599e+02Iteration    15 | Cost: 9.441599e+02Iteration    16 | Cost: 9.441597e+02Iteration    17 | Cost: 9.441597e+02Iteration    18 | Cost: 9.441596e+02Iteration    19 | Cost: 9.441596e+02Iteration    20 | Cost: 9.441596e+02Iteration    21 | Cost: 9.441596e+02Iteration    22 | Cost: 9.441596e+02Iteration    23 | Cost: 9.441596e+02Iteration    24 | Cost: 9.441596e+02Iteration    25 | Cost: 9.441596e+02Iteration    26 | Cost: 9.441596e+02Iteration    27 | Cost: 9.441596e+02Iteration    28 | Cost: 9.441596e+02Iteration    29 | Cost: 9.441596e+02Iteration    30 | Cost: 9.441596e+02Iteration    31 | Cost: 9.441596e+02Iteration    32 | Cost: 9.441596e+02Iteration    33 | Cost: 9.441596e+02Iteration    34 | Cost: 9.441596e+02Iteration    35 | Cost: 9.441596e+02Iteration    36 | Cost: 9.441596e+02Iteration    37 | Cost: 9.441596e+02Iteration    38 | Cost: 9.441596e+02Iteration    40 | Cost: 9.441596e+02
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Iteration     1 | Cost: 4.444769e+03Iteration     2 | Cost: 1.086266e+03Iteration     3 | Cost: 9.490976e+02Iteration     4 | Cost: 9.282403e+02Iteration     5 | Cost: 9.221638e+02Iteration     6 | Cost: 9.202785e+02Iteration     7 | Cost: 9.197751e+02Iteration     8 | Cost: 9.195141e+02Iteration     9 | Cost: 9.194658e+02Iteration    10 | Cost: 9.194614e+02Iteration    11 | Cost: 9.194611e+02Iteration    12 | Cost: 9.194606e+02Iteration    13 | Cost: 9.194602e+02Iteration    14 | Cost: 9.194600e+02Iteration    15 | Cost: 9.194600e+02Iteration    16 | Cost: 9.194600e+02Iteration    17 | Cost: 9.194600e+02Iteration    18 | Cost: 9.194600e+02Iteration    19 | Cost: 9.194600e+02Iteration    20 | Cost: 9.194600e+02Iteration    21 | Cost: 9.194600e+02Iteration    22 | Cost: 9.194600e+02Iteration    23 | Cost: 9.194600e+02Iteration    24 | Cost: 9.194600e+02Iteration    25 | Cost: 9.194600e+02Iteration    26 | Cost: 9.194600e+02Iteration    27 | Cost: 9.194600e+02Iteration    28 | Cost: 9.194600e+02Iteration    29 | Cost: 9.194600e+02Iteration    30 | Cost: 9.194600e+02Iteration    31 | Cost: 9.194600e+02Iteration    32 | Cost: 9.194600e+02Iteration    33 | Cost: 9.194600e+02Iteration    34 | Cost: 9.194600e+02Iteration    35 | Cost: 9.194600e+02Iteration    36 | Cost: 9.194600e+02Iteration    37 | Cost: 9.194600e+02Iteration    38 | Cost: 9.194600e+02Iteration    39 | Cost: 9.194600e+02Iteration    40 | Cost: 9.194600e+02Iteration    41 | Cost: 9.194600e+02Iteration    42 | Cost: 9.194600e+02Iteration    44 | Cost: 9.194600e+02Iteration    45 | Cost: 9.194600e+02Iteration    46 | Cost: 9.194600e+02Iteration    47 | Cost: 9.194600e+02
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Iteration     1 | Cost: 4.356182e+03Iteration     2 | Cost: 1.087032e+03Iteration     3 | Cost: 9.347874e+02Iteration     4 | Cost: 9.019929e+02Iteration     5 | Cost: 8.912872e+02Iteration     6 | Cost: 8.897740e+02Iteration     7 | Cost: 8.885205e+02Iteration     8 | Cost: 8.879937e+02Iteration     9 | Cost: 8.874864e+02Iteration    10 | Cost: 8.874263e+02Iteration    11 | Cost: 8.873756e+02Iteration    12 | Cost: 8.873645e+02Iteration    13 | Cost: 8.873614e+02Iteration    14 | Cost: 8.873612e+02Iteration    15 | Cost: 8.873608e+02Iteration    16 | Cost: 8.873606e+02Iteration    17 | Cost: 8.873606e+02Iteration    18 | Cost: 8.873605e+02Iteration    19 | Cost: 8.873604e+02Iteration    20 | Cost: 8.873604e+02Iteration    21 | Cost: 8.873603e+02Iteration    22 | Cost: 8.873603e+02Iteration    23 | Cost: 8.873603e+02Iteration    24 | Cost: 8.873603e+02Iteration    25 | Cost: 8.873603e+02Iteration    26 | Cost: 8.873603e+02Iteration    27 | Cost: 8.873603e+02Iteration    28 | Cost: 8.873603e+02Iteration    29 | Cost: 8.873603e+02Iteration    30 | Cost: 8.873603e+02Iteration    31 | Cost: 8.873603e+02Iteration    32 | Cost: 8.873603e+02Iteration    33 | Cost: 8.873603e+02Iteration    34 | Cost: 8.873603e+02Iteration    35 | Cost: 8.873603e+02Iteration    36 | Cost: 8.873603e+02Iteration    37 | Cost: 8.873603e+02Iteration    38 | Cost: 8.873603e+02Iteration    39 | Cost: 8.873603e+02
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Iteration     1 | Cost: 4.276737e+03Iteration     2 | Cost: 1.066145e+03Iteration     3 | Cost: 9.305790e+02Iteration     4 | Cost: 8.909629e+02Iteration     5 | Cost: 8.792902e+02Iteration     6 | Cost: 8.767750e+02Iteration     7 | Cost: 8.763212e+02Iteration     8 | Cost: 8.752157e+02Iteration     9 | Cost: 8.751512e+02Iteration    10 | Cost: 8.751348e+02Iteration    11 | Cost: 8.751339e+02Iteration    12 | Cost: 8.751328e+02Iteration    13 | Cost: 8.751327e+02Iteration    14 | Cost: 8.751327e+02Iteration    15 | Cost: 8.751326e+02Iteration    16 | Cost: 8.751326e+02Iteration    17 | Cost: 8.751326e+02Iteration    18 | Cost: 8.751326e+02Iteration    19 | Cost: 8.751326e+02Iteration    20 | Cost: 8.751326e+02Iteration    21 | Cost: 8.751326e+02Iteration    22 | Cost: 8.751326e+02Iteration    23 | Cost: 8.751326e+02Iteration    24 | Cost: 8.751326e+02Iteration    25 | Cost: 8.751326e+02Iteration    26 | Cost: 8.751326e+02Iteration    27 | Cost: 8.751326e+02Iteration    28 | Cost: 8.751326e+02Iteration    29 | Cost: 8.751326e+02Iteration    30 | Cost: 8.751326e+02Iteration    31 | Cost: 8.751326e+02Iteration    32 | Cost: 8.751326e+02Iteration    33 | Cost: 8.751326e+02Iteration    34 | Cost: 8.751326e+02Iteration    35 | Cost: 8.751326e+02Iteration    36 | Cost: 8.751326e+02Iteration    37 | Cost: 8.751326e+02
Iteration     1 | Cost: 4.236509e+03Iteration     2 | Cost: 1.042814e+03Iteration     3 | Cost: 9.213795e+02Iteration     4 | Cost: 8.833491e+02Iteration     5 | Cost: 8.715649e+02Iteration     6 | Cost: 8.691600e+02Iteration     7 | Cost: 8.686963e+02Iteration     8 | Cost: 8.676003e+02Iteration     9 | Cost: 8.675402e+02Iteration    10 | Cost: 8.675239e+02Iteration    11 | Cost: 8.675230e+02Iteration    12 | Cost: 8.675217e+02Iteration    13 | Cost: 8.675217e+02Iteration    14 | Cost: 8.675217e+02Iteration    15 | Cost: 8.675216e+02Iteration    16 | Cost: 8.675216e+02Iteration    17 | Cost: 8.675216e+02Iteration    18 | Cost: 8.675216e+02Iteration    19 | Cost: 8.675216e+02Iteration    20 | Cost: 8.675216e+02Iteration    21 | Cost: 8.675216e+02Iteration    22 | Cost: 8.675216e+02Iteration    23 | Cost: 8.675216e+02Iteration    24 | Cost: 8.675216e+02Iteration    25 | Cost: 8.675216e+02Iteration    26 | Cost: 8.675216e+02Iteration    27 | Cost: 8.675216e+02Iteration    28 | Cost: 8.675216e+02Iteration    29 | Cost: 8.675216e+02Iteration    30 | Cost: 8.675216e+02Iteration    31 | Cost: 8.675216e+02Iteration    32 | Cost: 8.675216e+02Iteration    33 | Cost: 8.675216e+02Iteration    34 | Cost: 8.675216e+02Iteration    35 | Cost: 8.675216e+02Iteration    36 | Cost: 8.675216e+02Iteration    37 | Cost: 8.675216e+02Iteration    38 | Cost: 8.675216e+02Iteration    39 | Cost: 8.675216e+02Iteration    40 | Cost: 8.675216e+02Iteration    41 | Cost: 8.675216e+02Iteration    42 | Cost: 8.675216e+02Iteration    43 | Cost: 8.675216e+02Iteration    44 | Cost: 8.675216e+02Iteration    45 | Cost: 8.675216e+02Iteration    47 | Cost: 8.675216e+02
Iteration     1 | Cost: 4.197414e+03Iteration     2 | Cost: 1.019077e+03Iteration     3 | Cost: 9.115859e+02Iteration     4 | Cost: 8.756554e+02Iteration     5 | Cost: 8.639868e+02Iteration     6 | Cost: 8.625160e+02Iteration     7 | Cost: 8.611896e+02Iteration     8 | Cost: 8.603804e+02Iteration     9 | Cost: 8.601687e+02Iteration    10 | Cost: 8.600390e+02Iteration    11 | Cost: 8.600026e+02Iteration    12 | Cost: 8.599972e+02Iteration    13 | Cost: 8.599919e+02Iteration    14 | Cost: 8.599898e+02Iteration    15 | Cost: 8.599880e+02Iteration    16 | Cost: 8.599877e+02Iteration    17 | Cost: 8.599876e+02Iteration    18 | Cost: 8.599875e+02Iteration    19 | Cost: 8.599874e+02Iteration    20 | Cost: 8.599874e+02Iteration    21 | Cost: 8.599874e+02Iteration    22 | Cost: 8.599874e+02Iteration    23 | Cost: 8.599874e+02Iteration    24 | Cost: 8.599874e+02Iteration    25 | Cost: 8.599874e+02Iteration    26 | Cost: 8.599874e+02Iteration    27 | Cost: 8.599874e+02Iteration    28 | Cost: 8.599874e+02Iteration    29 | Cost: 8.599874e+02Iteration    30 | Cost: 8.599874e+02Iteration    31 | Cost: 8.599874e+02Iteration    32 | Cost: 8.599874e+02Iteration    33 | Cost: 8.599874e+02Iteration    34 | Cost: 8.599874e+02Iteration    35 | Cost: 8.599874e+02Iteration    36 | Cost: 8.599874e+02Iteration    37 | Cost: 8.599874e+02Iteration    38 | Cost: 8.599874e+02Iteration    39 | Cost: 8.599874e+02Iteration    40 | Cost: 8.599874e+02Iteration    41 | Cost: 8.599874e+02
Iteration     1 | Cost: 4.157783e+03Iteration     2 | Cost: 9.978685e+02Iteration     3 | Cost: 9.012736e+02Iteration     4 | Cost: 8.677613e+02Iteration     5 | Cost: 8.566800e+02Iteration     6 | Cost: 8.555014e+02Iteration     7 | Cost: 8.539635e+02Iteration     8 | Cost: 8.537231e+02Iteration     9 | Cost: 8.533843e+02Iteration    10 | Cost: 8.530435e+02Iteration    11 | Cost: 8.529252e+02Iteration    12 | Cost: 8.527527e+02Iteration    13 | Cost: 8.527225e+02Iteration    14 | Cost: 8.526860e+02Iteration    15 | Cost: 8.526636e+02Iteration    16 | Cost: 8.526463e+02Iteration    17 | Cost: 8.526254e+02Iteration    18 | Cost: 8.526225e+02Iteration    19 | Cost: 8.526199e+02Iteration    20 | Cost: 8.526188e+02Iteration    21 | Cost: 8.526184e+02Iteration    22 | Cost: 8.526180e+02Iteration    23 | Cost: 8.526179e+02Iteration    24 | Cost: 8.526178e+02Iteration    25 | Cost: 8.526178e+02Iteration    26 | Cost: 8.526178e+02Iteration    27 | Cost: 8.526178e+02Iteration    28 | Cost: 8.526178e+02Iteration    29 | Cost: 8.526178e+02Iteration    30 | Cost: 8.526178e+02Iteration    31 | Cost: 8.526178e+02Iteration    32 | Cost: 8.526178e+02Iteration    33 | Cost: 8.526178e+02Iteration    34 | Cost: 8.526178e+02Iteration    35 | Cost: 8.526178e+02Iteration    36 | Cost: 8.526178e+02Iteration    37 | Cost: 8.526178e+02Iteration    38 | Cost: 8.526178e+02Iteration    39 | Cost: 8.526178e+02Iteration    40 | Cost: 8.526178e+02Iteration    41 | Cost: 8.526178e+02Iteration    42 | Cost: 8.526178e+02Iteration    43 | Cost: 8.526178e+02Iteration    44 | Cost: 8.526178e+02Iteration    45 | Cost: 8.526178e+02Iteration    46 | Cost: 8.526178e+02Iteration    47 | Cost: 8.526178e+02Iteration    48 | Cost: 8.526178e+02Iteration    49 | Cost: 8.526178e+02Iteration    50 | Cost: 8.526178e+02Iteration    51 | Cost: 8.526178e+02
Iteration     1 | Cost: 4.120626e+03Iteration     2 | Cost: 9.771023e+02Iteration     3 | Cost: 8.913670e+02Iteration     4 | Cost: 8.600794e+02Iteration     5 | Cost: 8.495366e+02Iteration     6 | Cost: 8.483825e+02Iteration     7 | Cost: 8.467966e+02Iteration     8 | Cost: 8.465477e+02Iteration     9 | Cost: 8.460476e+02Iteration    10 | Cost: 8.457422e+02Iteration    11 | Cost: 8.455922e+02Iteration    12 | Cost: 8.455117e+02Iteration    13 | Cost: 8.454824e+02Iteration    14 | Cost: 8.454029e+02Iteration    15 | Cost: 8.453530e+02Iteration    16 | Cost: 8.453335e+02Iteration    17 | Cost: 8.453325e+02Iteration    18 | Cost: 8.453318e+02Iteration    19 | Cost: 8.453318e+02Iteration    20 | Cost: 8.453317e+02Iteration    21 | Cost: 8.453317e+02Iteration    22 | Cost: 8.453317e+02Iteration    23 | Cost: 8.453317e+02Iteration    24 | Cost: 8.453317e+02Iteration    25 | Cost: 8.453317e+02Iteration    26 | Cost: 8.453317e+02Iteration    27 | Cost: 8.453317e+02Iteration    28 | Cost: 8.453317e+02Iteration    29 | Cost: 8.453317e+02Iteration    30 | Cost: 8.453317e+02Iteration    31 | Cost: 8.453317e+02Iteration    32 | Cost: 8.453317e+02Iteration    33 | Cost: 8.453317e+02Iteration    34 | Cost: 8.453317e+02Iteration    35 | Cost: 8.453317e+02Iteration    36 | Cost: 8.453317e+02Iteration    37 | Cost: 8.453317e+02Iteration    38 | Cost: 8.453317e+02Iteration    39 | Cost: 8.453317e+02Iteration    40 | Cost: 8.453317e+02Iteration    41 | Cost: 8.453317e+02Iteration    42 | Cost: 8.453317e+02Iteration    43 | Cost: 8.453317e+02Iteration    44 | Cost: 8.453317e+02Iteration    45 | Cost: 8.453317e+02Iteration    46 | Cost: 8.453317e+02Iteration    47 | Cost: 8.453317e+02
Iteration     1 | Cost: 4.095715e+03Iteration     2 | Cost: 9.543023e+02Iteration     3 | Cost: 8.835350e+02Iteration     4 | Cost: 8.536459e+02Iteration     5 | Cost: 8.435235e+02Iteration     6 | Cost: 8.421192e+02Iteration     7 | Cost: 8.403657e+02Iteration     8 | Cost: 8.397437e+02Iteration     9 | Cost: 8.394255e+02Iteration    10 | Cost: 8.390956e+02Iteration    11 | Cost: 8.389614e+02Iteration    12 | Cost: 8.389476e+02Iteration    13 | Cost: 8.389399e+02Iteration    14 | Cost: 8.389369e+02Iteration    15 | Cost: 8.389368e+02Iteration    16 | Cost: 8.389367e+02Iteration    17 | Cost: 8.389367e+02Iteration    18 | Cost: 8.389367e+02Iteration    19 | Cost: 8.389367e+02Iteration    20 | Cost: 8.389367e+02Iteration    21 | Cost: 8.389367e+02Iteration    22 | Cost: 8.389367e+02Iteration    23 | Cost: 8.389367e+02Iteration    24 | Cost: 8.389367e+02Iteration    25 | Cost: 8.389367e+02Iteration    26 | Cost: 8.389367e+02Iteration    27 | Cost: 8.389367e+02Iteration    28 | Cost: 8.389367e+02Iteration    29 | Cost: 8.389367e+02Iteration    30 | Cost: 8.389367e+02Iteration    31 | Cost: 8.389367e+02Iteration    32 | Cost: 8.389367e+02Iteration    33 | Cost: 8.389367e+02Iteration    34 | Cost: 8.389367e+02Iteration    35 | Cost: 8.389367e+02Iteration    36 | Cost: 8.389367e+02Iteration    37 | Cost: 8.389367e+02Iteration    38 | Cost: 8.389367e+02Iteration    39 | Cost: 8.389367e+02Iteration    40 | Cost: 8.389367e+02Iteration    41 | Cost: 8.389367e+02Iteration    42 | Cost: 8.389367e+02Iteration    43 | Cost: 8.389367e+02Iteration    44 | Cost: 8.389367e+02Iteration    45 | Cost: 8.389367e+02
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Iteration     1 | Cost: 3.990787e+03Iteration     2 | Cost: 9.004192e+02Iteration     3 | Cost: 8.571894e+02Iteration     4 | Cost: 8.337094e+02Iteration     5 | Cost: 8.246104e+02Iteration     6 | Cost: 8.224800e+02Iteration     7 | Cost: 8.209199e+02Iteration     8 | Cost: 8.202993e+02Iteration     9 | Cost: 8.196402e+02Iteration    10 | Cost: 8.194343e+02Iteration    11 | Cost: 8.193590e+02Iteration    12 | Cost: 8.193327e+02Iteration    13 | Cost: 8.193212e+02Iteration    14 | Cost: 8.193162e+02Iteration    15 | Cost: 8.193153e+02Iteration    16 | Cost: 8.193145e+02Iteration    17 | Cost: 8.193136e+02Iteration    18 | Cost: 8.193133e+02Iteration    19 | Cost: 8.193132e+02Iteration    20 | Cost: 8.193132e+02Iteration    21 | Cost: 8.193132e+02Iteration    22 | Cost: 8.193132e+02Iteration    23 | Cost: 8.193132e+02Iteration    24 | Cost: 8.193132e+02Iteration    25 | Cost: 8.193132e+02Iteration    26 | Cost: 8.193132e+02Iteration    27 | Cost: 8.193132e+02Iteration    28 | Cost: 8.193132e+02Iteration    29 | Cost: 8.193132e+02Iteration    30 | Cost: 8.193132e+02Iteration    31 | Cost: 8.193132e+02Iteration    32 | Cost: 8.193132e+02Iteration    33 | Cost: 8.193132e+02Iteration    34 | Cost: 8.193132e+02Iteration    35 | Cost: 8.193132e+02Iteration    36 | Cost: 8.193132e+02Iteration    37 | Cost: 8.193132e+02Iteration    38 | Cost: 8.193132e+02Iteration    39 | Cost: 8.193132e+02Iteration    40 | Cost: 8.193132e+02Iteration    41 | Cost: 8.193132e+02Iteration    42 | Cost: 8.193132e+02Iteration    43 | Cost: 8.193132e+02Iteration    44 | Cost: 8.193132e+02Iteration    45 | Cost: 8.193132e+02Iteration    46 | Cost: 8.193132e+02Iteration    48 | Cost: 8.193132e+02Iteration    49 | Cost: 8.193132e+02Iteration    50 | Cost: 8.193132e+02
Iteration     1 | Cost: 3.953375e+03Iteration     2 | Cost: 8.879277e+02Iteration     3 | Cost: 8.489407e+02Iteration     4 | Cost: 8.273755e+02Iteration     5 | Cost: 8.181809e+02Iteration     6 | Cost: 8.162390e+02Iteration     7 | Cost: 8.146382e+02Iteration     8 | Cost: 8.137514e+02Iteration     9 | Cost: 8.133995e+02Iteration    10 | Cost: 8.132282e+02Iteration    11 | Cost: 8.131748e+02Iteration    12 | Cost: 8.131648e+02Iteration    13 | Cost: 8.131535e+02Iteration    14 | Cost: 8.131508e+02Iteration    15 | Cost: 8.131497e+02Iteration    16 | Cost: 8.131472e+02Iteration    17 | Cost: 8.131471e+02Iteration    18 | Cost: 8.131470e+02Iteration    19 | Cost: 8.131470e+02Iteration    20 | Cost: 8.131470e+02Iteration    21 | Cost: 8.131470e+02Iteration    22 | Cost: 8.131470e+02Iteration    23 | Cost: 8.131470e+02Iteration    24 | Cost: 8.131470e+02Iteration    25 | Cost: 8.131470e+02Iteration    26 | Cost: 8.131470e+02Iteration    27 | Cost: 8.131470e+02Iteration    28 | Cost: 8.131470e+02Iteration    29 | Cost: 8.131470e+02Iteration    30 | Cost: 8.131470e+02Iteration    31 | Cost: 8.131470e+02Iteration    32 | Cost: 8.131470e+02Iteration    33 | Cost: 8.131470e+02Iteration    34 | Cost: 8.131470e+02Iteration    35 | Cost: 8.131470e+02Iteration    36 | Cost: 8.131470e+02Iteration    37 | Cost: 8.131470e+02Iteration    38 | Cost: 8.131470e+02Iteration    39 | Cost: 8.131470e+02Iteration    40 | Cost: 8.131470e+02Iteration    41 | Cost: 8.131470e+02Iteration    42 | Cost: 8.131470e+02Iteration    43 | Cost: 8.131470e+02
Iteration     1 | Cost: 3.989511e+03Iteration     2 | Cost: 9.024996e+02Iteration     3 | Cost: 8.540296e+02Iteration     4 | Cost: 8.249837e+02Iteration     5 | Cost: 8.171125e+02Iteration     6 | Cost: 8.135562e+02Iteration     7 | Cost: 8.103769e+02Iteration     8 | Cost: 8.095717e+02Iteration     9 | Cost: 8.089138e+02Iteration    10 | Cost: 8.086280e+02Iteration    11 | Cost: 8.084584e+02Iteration    12 | Cost: 8.083692e+02Iteration    13 | Cost: 8.083106e+02Iteration    14 | Cost: 8.083014e+02Iteration    15 | Cost: 8.082966e+02Iteration    16 | Cost: 8.082963e+02Iteration    17 | Cost: 8.082961e+02Iteration    18 | Cost: 8.082959e+02Iteration    19 | Cost: 8.082959e+02Iteration    20 | Cost: 8.082958e+02Iteration    21 | Cost: 8.082958e+02Iteration    22 | Cost: 8.082958e+02Iteration    23 | Cost: 8.082958e+02Iteration    24 | Cost: 8.082958e+02Iteration    25 | Cost: 8.082958e+02Iteration    26 | Cost: 8.082958e+02Iteration    27 | Cost: 8.082958e+02Iteration    28 | Cost: 8.082958e+02Iteration    29 | Cost: 8.082958e+02Iteration    30 | Cost: 8.082958e+02Iteration    31 | Cost: 8.082958e+02Iteration    32 | Cost: 8.082958e+02Iteration    33 | Cost: 8.082958e+02Iteration    34 | Cost: 8.082958e+02Iteration    35 | Cost: 8.082958e+02Iteration    36 | Cost: 8.082958e+02Iteration    37 | Cost: 8.082958e+02Iteration    38 | Cost: 8.082958e+02Iteration    39 | Cost: 8.082958e+02Iteration    41 | Cost: 8.082958e+02Iteration    42 | Cost: 8.082958e+02
Iteration     1 | Cost: 4.021865e+03Iteration     2 | Cost: 9.368702e+02Iteration     3 | Cost: 8.368621e+02Iteration     4 | Cost: 8.209414e+02Iteration     5 | Cost: 8.117937e+02Iteration     6 | Cost: 8.071499e+02Iteration     7 | Cost: 8.057290e+02Iteration     8 | Cost: 8.043083e+02Iteration     9 | Cost: 8.038491e+02Iteration    10 | Cost: 8.036438e+02Iteration    11 | Cost: 8.035812e+02Iteration    12 | Cost: 8.035712e+02Iteration    13 | Cost: 8.035655e+02Iteration    14 | Cost: 8.035646e+02Iteration    15 | Cost: 8.035643e+02Iteration    16 | Cost: 8.035640e+02Iteration    17 | Cost: 8.035638e+02Iteration    18 | Cost: 8.035638e+02Iteration    19 | Cost: 8.035638e+02Iteration    20 | Cost: 8.035638e+02Iteration    21 | Cost: 8.035638e+02Iteration    22 | Cost: 8.035638e+02Iteration    23 | Cost: 8.035638e+02Iteration    24 | Cost: 8.035638e+02Iteration    25 | Cost: 8.035638e+02Iteration    26 | Cost: 8.035638e+02Iteration    27 | Cost: 8.035638e+02Iteration    28 | Cost: 8.035638e+02Iteration    29 | Cost: 8.035638e+02Iteration    30 | Cost: 8.035638e+02Iteration    31 | Cost: 8.035638e+02Iteration    32 | Cost: 8.035638e+02Iteration    33 | Cost: 8.035638e+02Iteration    34 | Cost: 8.035638e+02Iteration    35 | Cost: 8.035638e+02Iteration    36 | Cost: 8.035638e+02Iteration    37 | Cost: 8.035638e+02Iteration    38 | Cost: 8.035638e+02Iteration    39 | Cost: 8.035638e+02
Iteration     1 | Cost: 4.035161e+03Iteration     2 | Cost: 9.384260e+02Iteration     3 | Cost: 8.160378e+02Iteration     4 | Cost: 8.012865e+02Iteration     5 | Cost: 7.987816e+02Iteration     6 | Cost: 7.973333e+02Iteration     7 | Cost: 7.972442e+02Iteration     8 | Cost: 7.972417e+02Iteration     9 | Cost: 7.972417e+02Iteration    10 | Cost: 7.972417e+02Iteration    11 | Cost: 7.972417e+02Iteration    12 | Cost: 7.972417e+02Iteration    13 | Cost: 7.972417e+02Iteration    14 | Cost: 7.972417e+02Iteration    15 | Cost: 7.972417e+02Iteration    16 | Cost: 7.972417e+02Iteration    18 | Cost: 7.972417e+02Iteration    19 | Cost: 7.972417e+02Iteration    20 | Cost: 7.972417e+02
Iteration     1 | Cost: 4.016930e+03Iteration     2 | Cost: 9.270652e+02Iteration     3 | Cost: 8.103652e+02Iteration     4 | Cost: 7.953059e+02Iteration     5 | Cost: 7.929119e+02Iteration     6 | Cost: 7.916365e+02Iteration     7 | Cost: 7.915537e+02Iteration     8 | Cost: 7.915511e+02Iteration     9 | Cost: 7.915511e+02Iteration    10 | Cost: 7.915511e+02Iteration    11 | Cost: 7.915511e+02Iteration    12 | Cost: 7.915511e+02Iteration    13 | Cost: 7.915511e+02Iteration    14 | Cost: 7.915511e+02Iteration    15 | Cost: 7.915511e+02Iteration    16 | Cost: 7.915511e+02Iteration    17 | Cost: 7.915511e+02Iteration    18 | Cost: 7.915511e+02Iteration    19 | Cost: 7.915511e+02Iteration    20 | Cost: 7.915511e+02Iteration    21 | Cost: 7.915511e+02Iteration    22 | Cost: 7.915511e+02Iteration    23 | Cost: 7.915511e+02Iteration    24 | Cost: 7.915511e+02Iteration    25 | Cost: 7.915511e+02Iteration    26 | Cost: 7.915511e+02Iteration    27 | Cost: 7.915511e+02
Iteration     1 | Cost: 3.993996e+03Iteration     2 | Cost: 9.148902e+02Iteration     3 | Cost: 8.041587e+02Iteration     4 | Cost: 7.889567e+02Iteration     5 | Cost: 7.865103e+02Iteration     6 | Cost: 7.854950e+02Iteration     7 | Cost: 7.854255e+02Iteration     8 | Cost: 7.854163e+02Iteration     9 | Cost: 7.854156e+02Iteration    10 | Cost: 7.854153e+02Iteration    11 | Cost: 7.854152e+02Iteration    12 | Cost: 7.854152e+02Iteration    13 | Cost: 7.854152e+02Iteration    14 | Cost: 7.854152e+02Iteration    15 | Cost: 7.854152e+02Iteration    16 | Cost: 7.854152e+02Iteration    17 | Cost: 7.854152e+02Iteration    18 | Cost: 7.854152e+02Iteration    19 | Cost: 7.854152e+02Iteration    20 | Cost: 7.854152e+02Iteration    21 | Cost: 7.854152e+02Iteration    22 | Cost: 7.854152e+02Iteration    23 | Cost: 7.854152e+02Iteration    24 | Cost: 7.854152e+02Iteration    25 | Cost: 7.854152e+02Iteration    26 | Cost: 7.854152e+02Iteration    27 | Cost: 7.854152e+02Iteration    28 | Cost: 7.854152e+02Iteration    29 | Cost: 7.854152e+02Iteration    30 | Cost: 7.854152e+02Iteration    31 | Cost: 7.854152e+02Iteration    32 | Cost: 7.854152e+02Iteration    33 | Cost: 7.854152e+02Iteration    34 | Cost: 7.854152e+02
Iteration     1 | Cost: 3.972749e+03Iteration     2 | Cost: 9.027956e+02Iteration     3 | Cost: 7.979705e+02Iteration     4 | Cost: 7.827645e+02Iteration     5 | Cost: 7.800818e+02Iteration     6 | Cost: 7.794643e+02Iteration     7 | Cost: 7.793932e+02Iteration     8 | Cost: 7.793903e+02Iteration     9 | Cost: 7.793903e+02Iteration    10 | Cost: 7.793903e+02
Iteration     1 | Cost: 3.949721e+03Iteration     2 | Cost: 8.904426e+02Iteration     3 | Cost: 7.916141e+02Iteration     4 | Cost: 7.768996e+02Iteration     5 | Cost: 7.739170e+02Iteration     6 | Cost: 7.736451e+02Iteration     7 | Cost: 7.735925e+02Iteration     8 | Cost: 7.735880e+02Iteration     9 | Cost: 7.735862e+02Iteration    10 | Cost: 7.735857e+02Iteration    11 | Cost: 7.735856e+02Iteration    12 | Cost: 7.735856e+02Iteration    13 | Cost: 7.735856e+02Iteration    14 | Cost: 7.735856e+02Iteration    15 | Cost: 7.735856e+02Iteration    16 | Cost: 7.735856e+02Iteration    17 | Cost: 7.735856e+02Iteration    18 | Cost: 7.735856e+02Iteration    19 | Cost: 7.735856e+02Iteration    20 | Cost: 7.735856e+02Iteration    21 | Cost: 7.735856e+02Iteration    22 | Cost: 7.735856e+02Iteration    23 | Cost: 7.735856e+02Iteration    24 | Cost: 7.735856e+02Iteration    25 | Cost: 7.735856e+02Iteration    26 | Cost: 7.735856e+02Iteration    28 | Cost: 7.735856e+02Iteration    29 | Cost: 7.735856e+02Iteration    30 | Cost: 7.735856e+02Iteration    31 | Cost: 7.735856e+02Iteration    32 | Cost: 7.735856e+02
Iteration     1 | Cost: 3.925434e+03Iteration     2 | Cost: 8.780159e+02Iteration     3 | Cost: 7.851729e+02Iteration     4 | Cost: 7.709752e+02Iteration     5 | Cost: 7.678825e+02Iteration     6 | Cost: 7.677105e+02Iteration     7 | Cost: 7.677049e+02Iteration     8 | Cost: 7.677019e+02Iteration     9 | Cost: 7.677019e+02Iteration    10 | Cost: 7.677019e+02
Iteration     1 | Cost: 3.885851e+03Iteration     2 | Cost: 8.745304e+02Iteration     3 | Cost: 7.868881e+02Iteration     4 | Cost: 7.694222e+02Iteration     5 | Cost: 7.666052e+02Iteration     6 | Cost: 7.663359e+02Iteration     7 | Cost: 7.662843e+02Iteration     8 | Cost: 7.662757e+02Iteration     9 | Cost: 7.662737e+02Iteration    10 | Cost: 7.662735e+02Iteration    11 | Cost: 7.662735e+02Iteration    12 | Cost: 7.662735e+02Iteration    13 | Cost: 7.662735e+02Iteration    14 | Cost: 7.662735e+02Iteration    15 | Cost: 7.662735e+02Iteration    16 | Cost: 7.662735e+02Iteration    17 | Cost: 7.662735e+02Iteration    18 | Cost: 7.662735e+02Iteration    19 | Cost: 7.662735e+02Iteration    20 | Cost: 7.662735e+02Iteration    21 | Cost: 7.662735e+02Iteration    22 | Cost: 7.662735e+02Iteration    23 | Cost: 7.662735e+02Iteration    24 | Cost: 7.662735e+02Iteration    25 | Cost: 7.662735e+02Iteration    26 | Cost: 7.662735e+02Iteration    27 | Cost: 7.662735e+02Iteration    28 | Cost: 7.662735e+02Iteration    29 | Cost: 7.662735e+02Iteration    30 | Cost: 7.662735e+02Iteration    31 | Cost: 7.662735e+02Iteration    32 | Cost: 7.662735e+02Iteration    33 | Cost: 7.662735e+02Iteration    34 | Cost: 7.662735e+02Iteration    35 | Cost: 7.662735e+02
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Iteration     1 | Cost: 3.794251e+03Iteration     2 | Cost: 8.279450e+02Iteration     3 | Cost: 7.623339e+02Iteration     4 | Cost: 7.459923e+02Iteration     5 | Cost: 7.436704e+02Iteration     6 | Cost: 7.427176e+02Iteration     7 | Cost: 7.426701e+02Iteration     8 | Cost: 7.426621e+02Iteration     9 | Cost: 7.426621e+02Iteration    10 | Cost: 7.426621e+02Iteration    11 | Cost: 7.426621e+02
Iteration     1 | Cost: 3.768040e+03Iteration     2 | Cost: 8.178563e+02Iteration     3 | Cost: 7.567320e+02Iteration     4 | Cost: 7.406279e+02Iteration     5 | Cost: 7.382906e+02Iteration     6 | Cost: 7.373008e+02Iteration     7 | Cost: 7.372560e+02Iteration     8 | Cost: 7.372490e+02Iteration     9 | Cost: 7.372490e+02Iteration    10 | Cost: 7.372490e+02
Iteration     1 | Cost: 3.739864e+03Iteration     2 | Cost: 8.107167e+02Iteration     3 | Cost: 7.524452e+02Iteration     4 | Cost: 7.372354e+02Iteration     5 | Cost: 7.332581e+02Iteration     6 | Cost: 7.324038e+02Iteration     7 | Cost: 7.322248e+02Iteration     8 | Cost: 7.322142e+02Iteration     9 | Cost: 7.322142e+02Iteration    10 | Cost: 7.322142e+02Iteration    11 | Cost: 7.322142e+02Iteration    12 | Cost: 7.322142e+02Iteration    13 | Cost: 7.322142e+02Iteration    14 | Cost: 7.322142e+02
Iteration     1 | Cost: 3.720582e+03Iteration     2 | Cost: 8.018525e+02Iteration     3 | Cost: 7.471228e+02Iteration     4 | Cost: 7.318621e+02Iteration     5 | Cost: 7.279033e+02Iteration     6 | Cost: 7.272431e+02Iteration     7 | Cost: 7.270756e+02Iteration     8 | Cost: 7.270645e+02Iteration     9 | Cost: 7.270645e+02Iteration    10 | Cost: 7.270645e+02
Iteration     1 | Cost: 3.705455e+03Iteration     2 | Cost: 7.936212e+02Iteration     3 | Cost: 7.421495e+02Iteration     4 | Cost: 7.267741e+02Iteration     5 | Cost: 7.227577e+02Iteration     6 | Cost: 7.222688e+02Iteration     7 | Cost: 7.221241e+02Iteration     8 | Cost: 7.221136e+02Iteration     9 | Cost: 7.221128e+02Iteration    10 | Cost: 7.221128e+02Iteration    11 | Cost: 7.221127e+02Iteration    12 | Cost: 7.221127e+02Iteration    13 | Cost: 7.221127e+02Iteration    14 | Cost: 7.221127e+02Iteration    15 | Cost: 7.221127e+02Iteration    16 | Cost: 7.221127e+02Iteration    17 | Cost: 7.221127e+02Iteration    18 | Cost: 7.221127e+02Iteration    19 | Cost: 7.221127e+02Iteration    20 | Cost: 7.221127e+02Iteration    21 | Cost: 7.221127e+02Iteration    22 | Cost: 7.221127e+02Iteration    23 | Cost: 7.221127e+02Iteration    24 | Cost: 7.221127e+02Iteration    25 | Cost: 7.221127e+02Iteration    26 | Cost: 7.221127e+02Iteration    27 | Cost: 7.221127e+02Iteration    28 | Cost: 7.221127e+02Iteration    29 | Cost: 7.221127e+02Iteration    30 | Cost: 7.221127e+02Iteration    31 | Cost: 7.221127e+02Iteration    32 | Cost: 7.221127e+02Iteration    33 | Cost: 7.221127e+02Iteration    34 | Cost: 7.221127e+02Iteration    35 | Cost: 7.221127e+02Iteration    36 | Cost: 7.221127e+02Iteration    38 | Cost: 7.221127e+02
Iteration     1 | Cost: 3.684321e+03Iteration     2 | Cost: 7.850075e+02Iteration     3 | Cost: 7.369326e+02Iteration     4 | Cost: 7.215687e+02Iteration     5 | Cost: 7.176866e+02Iteration     6 | Cost: 7.172487e+02Iteration     7 | Cost: 7.171277e+02Iteration     8 | Cost: 7.171156e+02Iteration     9 | Cost: 7.171156e+02Iteration    10 | Cost: 7.171156e+02Iteration    11 | Cost: 7.171156e+02Iteration    12 | Cost: 7.171156e+02Iteration    13 | Cost: 7.171156e+02Iteration    14 | Cost: 7.171156e+02Iteration    15 | Cost: 7.171156e+02Iteration    16 | Cost: 7.171156e+02Iteration    17 | Cost: 7.171156e+02Iteration    18 | Cost: 7.171156e+02Iteration    19 | Cost: 7.171156e+02Iteration    20 | Cost: 7.171156e+02Iteration    21 | Cost: 7.171156e+02Iteration    22 | Cost: 7.171156e+02Iteration    23 | Cost: 7.171156e+02Iteration    24 | Cost: 7.171156e+02Iteration    25 | Cost: 7.171156e+02Iteration    27 | Cost: 7.171156e+02
Iteration     1 | Cost: 3.663461e+03Iteration     2 | Cost: 7.766467e+02Iteration     3 | Cost: 7.318288e+02Iteration     4 | Cost: 7.164532e+02Iteration     5 | Cost: 7.127229e+02Iteration     6 | Cost: 7.123148e+02Iteration     7 | Cost: 7.122265e+02Iteration     8 | Cost: 7.122138e+02Iteration     9 | Cost: 7.122138e+02
Iteration     1 | Cost: 3.644409e+03Iteration     2 | Cost: 7.685330e+02Iteration     3 | Cost: 7.268045e+02Iteration     4 | Cost: 7.114336e+02Iteration     5 | Cost: 7.077164e+02Iteration     6 | Cost: 7.072895e+02Iteration     7 | Cost: 7.072695e+02Iteration     8 | Cost: 7.072573e+02Iteration     9 | Cost: 7.072573e+02Iteration    10 | Cost: 7.072573e+02
Iteration     1 | Cost: 3.614968e+03Iteration     2 | Cost: 7.610832e+02Iteration     3 | Cost: 7.224192e+02Iteration     4 | Cost: 7.067051e+02Iteration     5 | Cost: 7.031631e+02Iteration     6 | Cost: 7.026851e+02Iteration     7 | Cost: 7.025489e+02Iteration     8 | Cost: 7.025345e+02Iteration     9 | Cost: 7.025345e+02
Iteration     1 | Cost: 3.585689e+03Iteration     2 | Cost: 7.535767e+02Iteration     3 | Cost: 7.179802e+02Iteration     4 | Cost: 7.019009e+02Iteration     5 | Cost: 6.986815e+02Iteration     6 | Cost: 6.980283e+02Iteration     7 | Cost: 6.978904e+02Iteration     8 | Cost: 6.978745e+02Iteration     9 | Cost: 6.978745e+02
Iteration     1 | Cost: 3.564892e+03Iteration     2 | Cost: 7.461161e+02Iteration     3 | Cost: 7.133696e+02Iteration     4 | Cost: 6.973973e+02Iteration     5 | Cost: 6.944475e+02Iteration     6 | Cost: 6.938631e+02Iteration     7 | Cost: 6.937441e+02Iteration     8 | Cost: 6.937301e+02Iteration     9 | Cost: 6.937301e+02
Iteration     1 | Cost: 3.538279e+03Iteration     2 | Cost: 7.389682e+02Iteration     3 | Cost: 7.089234e+02Iteration     4 | Cost: 6.921140e+02Iteration     5 | Cost: 6.896976e+02Iteration     6 | Cost: 6.891434e+02Iteration     7 | Cost: 6.890525e+02Iteration     8 | Cost: 6.890409e+02Iteration     9 | Cost: 6.890403e+02Iteration    10 | Cost: 6.890401e+02Iteration    11 | Cost: 6.890401e+02Iteration    12 | Cost: 6.890401e+02Iteration    13 | Cost: 6.890401e+02Iteration    14 | Cost: 6.890401e+02Iteration    15 | Cost: 6.890401e+02Iteration    16 | Cost: 6.890401e+02Iteration    17 | Cost: 6.890401e+02Iteration    18 | Cost: 6.890401e+02Iteration    19 | Cost: 6.890401e+02Iteration    20 | Cost: 6.890401e+02Iteration    21 | Cost: 6.890401e+02Iteration    22 | Cost: 6.890401e+02Iteration    23 | Cost: 6.890401e+02Iteration    24 | Cost: 6.890401e+02Iteration    25 | Cost: 6.890401e+02Iteration    26 | Cost: 6.890401e+02Iteration    27 | Cost: 6.890401e+02Iteration    28 | Cost: 6.890401e+02Iteration    29 | Cost: 6.890401e+02Iteration    30 | Cost: 6.890401e+02Iteration    31 | Cost: 6.890401e+02Iteration    32 | Cost: 6.890401e+02
Iteration     1 | Cost: 3.511706e+03Iteration     2 | Cost: 7.321781e+02Iteration     3 | Cost: 7.046911e+02Iteration     4 | Cost: 6.870467e+02Iteration     5 | Cost: 6.851478e+02Iteration     6 | Cost: 6.846246e+02Iteration     7 | Cost: 6.845626e+02Iteration     8 | Cost: 6.845523e+02Iteration     9 | Cost: 6.845515e+02Iteration    10 | Cost: 6.845514e+02Iteration    11 | Cost: 6.845514e+02Iteration    12 | Cost: 6.845514e+02Iteration    13 | Cost: 6.845514e+02Iteration    14 | Cost: 6.845514e+02Iteration    15 | Cost: 6.845514e+02Iteration    16 | Cost: 6.845514e+02Iteration    17 | Cost: 6.845514e+02Iteration    18 | Cost: 6.845514e+02Iteration    19 | Cost: 6.845514e+02Iteration    20 | Cost: 6.845514e+02Iteration    21 | Cost: 6.845514e+02Iteration    22 | Cost: 6.845514e+02Iteration    23 | Cost: 6.845514e+02Iteration    24 | Cost: 6.845514e+02Iteration    25 | Cost: 6.845514e+02Iteration    26 | Cost: 6.845514e+02Iteration    27 | Cost: 6.845514e+02Iteration    28 | Cost: 6.845514e+02Iteration    29 | Cost: 6.845514e+02Iteration    30 | Cost: 6.845514e+02Iteration    31 | Cost: 6.845514e+02Iteration    32 | Cost: 6.845514e+02Iteration    33 | Cost: 6.845514e+02Iteration    34 | Cost: 6.845514e+02Iteration    35 | Cost: 6.845514e+02Iteration    36 | Cost: 6.845514e+02
Iteration     1 | Cost: 3.484227e+03Iteration     2 | Cost: 7.277470e+02Iteration     3 | Cost: 7.024429e+02Iteration     4 | Cost: 6.868961e+02Iteration     5 | Cost: 6.864039e+02Iteration     6 | Cost: 6.824629e+02Iteration     7 | Cost: 6.822622e+02Iteration     8 | Cost: 6.822278e+02Iteration     9 | Cost: 6.821560e+02Iteration    10 | Cost: 6.821349e+02Iteration    11 | Cost: 6.821298e+02Iteration    12 | Cost: 6.821291e+02Iteration    13 | Cost: 6.821287e+02Iteration    14 | Cost: 6.821286e+02Iteration    15 | Cost: 6.821286e+02Iteration    16 | Cost: 6.821286e+02Iteration    17 | Cost: 6.821286e+02Iteration    18 | Cost: 6.821286e+02Iteration    19 | Cost: 6.821286e+02Iteration    20 | Cost: 6.821286e+02Iteration    21 | Cost: 6.821286e+02Iteration    22 | Cost: 6.821286e+02Iteration    23 | Cost: 6.821286e+02Iteration    24 | Cost: 6.821286e+02Iteration    25 | Cost: 6.821286e+02Iteration    26 | Cost: 6.821286e+02Iteration    28 | Cost: 6.821286e+02
Iteration     1 | Cost: 3.458175e+03Iteration     2 | Cost: 7.221662e+02Iteration     3 | Cost: 6.988427e+02Iteration     4 | Cost: 6.833889e+02Iteration     5 | Cost: 6.826254e+02Iteration     6 | Cost: 6.796492e+02Iteration     7 | Cost: 6.795023e+02Iteration     8 | Cost: 6.793917e+02Iteration     9 | Cost: 6.792985e+02Iteration    10 | Cost: 6.792366e+02Iteration    11 | Cost: 6.792137e+02Iteration    12 | Cost: 6.792043e+02Iteration    13 | Cost: 6.792039e+02Iteration    14 | Cost: 6.792029e+02Iteration    15 | Cost: 6.792025e+02Iteration    16 | Cost: 6.792023e+02Iteration    17 | Cost: 6.792023e+02Iteration    18 | Cost: 6.792023e+02Iteration    19 | Cost: 6.792023e+02Iteration    20 | Cost: 6.792023e+02Iteration    21 | Cost: 6.792023e+02Iteration    22 | Cost: 6.792023e+02Iteration    23 | Cost: 6.792023e+02Iteration    24 | Cost: 6.792023e+02Iteration    25 | Cost: 6.792023e+02Iteration    26 | Cost: 6.792023e+02Iteration    27 | Cost: 6.792023e+02Iteration    28 | Cost: 6.792023e+02Iteration    29 | Cost: 6.792023e+02Iteration    30 | Cost: 6.792023e+02Iteration    31 | Cost: 6.792023e+02Iteration    32 | Cost: 6.792023e+02Iteration    33 | Cost: 6.792023e+02Iteration    34 | Cost: 6.792023e+02
Iteration     1 | Cost: 3.430783e+03Iteration     2 | Cost: 7.388031e+02Iteration     3 | Cost: 7.153294e+02Iteration     4 | Cost: 6.982708e+02Iteration     5 | Cost: 6.968691e+02Iteration     6 | Cost: 6.939204e+02Iteration     7 | Cost: 6.938966e+02Iteration     8 | Cost: 6.938782e+02Iteration     9 | Cost: 6.938624e+02Iteration    10 | Cost: 6.938556e+02Iteration    11 | Cost: 6.938516e+02Iteration    12 | Cost: 6.938494e+02Iteration    13 | Cost: 6.938447e+02Iteration    14 | Cost: 6.938444e+02Iteration    15 | Cost: 6.938443e+02Iteration    16 | Cost: 6.938443e+02Iteration    17 | Cost: 6.938443e+02Iteration    18 | Cost: 6.938443e+02Iteration    19 | Cost: 6.938442e+02Iteration    20 | Cost: 6.938442e+02Iteration    21 | Cost: 6.938442e+02Iteration    22 | Cost: 6.938442e+02Iteration    23 | Cost: 6.938442e+02Iteration    24 | Cost: 6.938442e+02Iteration    25 | Cost: 6.938442e+02Iteration    26 | Cost: 6.938442e+02Iteration    27 | Cost: 6.938442e+02Iteration    28 | Cost: 6.938442e+02Iteration    29 | Cost: 6.938442e+02Iteration    30 | Cost: 6.938442e+02Iteration    31 | Cost: 6.938442e+02Iteration    32 | Cost: 6.938442e+02Iteration    33 | Cost: 6.938442e+02Iteration    34 | Cost: 6.938442e+02Iteration    35 | Cost: 6.938442e+02Iteration    36 | Cost: 6.938442e+02Iteration    37 | Cost: 6.938442e+02Iteration    38 | Cost: 6.938442e+02Iteration    39 | Cost: 6.938442e+02Iteration    40 | Cost: 6.938442e+02Iteration    41 | Cost: 6.938442e+02Iteration    42 | Cost: 6.938442e+02Iteration    43 | Cost: 6.938442e+02Iteration    44 | Cost: 6.938442e+02
Iteration     1 | Cost: 3.423817e+03Iteration     2 | Cost: 7.341166e+02Iteration     3 | Cost: 7.119068e+02Iteration     4 | Cost: 6.942598e+02Iteration     5 | Cost: 6.929057e+02Iteration     6 | Cost: 6.914828e+02Iteration     7 | Cost: 6.910959e+02Iteration     8 | Cost: 6.908929e+02Iteration     9 | Cost: 6.907439e+02Iteration    10 | Cost: 6.907429e+02Iteration    11 | Cost: 6.907305e+02Iteration    12 | Cost: 6.907272e+02Iteration    13 | Cost: 6.907238e+02Iteration    14 | Cost: 6.907198e+02Iteration    15 | Cost: 6.907194e+02Iteration    16 | Cost: 6.907192e+02Iteration    17 | Cost: 6.907191e+02Iteration    18 | Cost: 6.907190e+02Iteration    19 | Cost: 6.907190e+02Iteration    20 | Cost: 6.907190e+02Iteration    21 | Cost: 6.907190e+02Iteration    22 | Cost: 6.907190e+02Iteration    23 | Cost: 6.907190e+02Iteration    24 | Cost: 6.907190e+02Iteration    25 | Cost: 6.907190e+02Iteration    26 | Cost: 6.907190e+02Iteration    27 | Cost: 6.907190e+02Iteration    28 | Cost: 6.907190e+02Iteration    29 | Cost: 6.907190e+02Iteration    30 | Cost: 6.907190e+02Iteration    31 | Cost: 6.907190e+02Iteration    32 | Cost: 6.907190e+02Iteration    33 | Cost: 6.907190e+02Iteration    34 | Cost: 6.907190e+02Iteration    35 | Cost: 6.907190e+02Iteration    36 | Cost: 6.907190e+02Iteration    37 | Cost: 6.907190e+02Iteration    38 | Cost: 6.907190e+02Iteration    39 | Cost: 6.907190e+02Iteration    40 | Cost: 6.907190e+02Iteration    41 | Cost: 6.907190e+02Iteration    42 | Cost: 6.907190e+02Iteration    43 | Cost: 6.907190e+02Iteration    44 | Cost: 6.907190e+02Iteration    45 | Cost: 6.907190e+02Iteration    46 | Cost: 6.907190e+02Iteration    47 | Cost: 6.907190e+02
Iteration     1 | Cost: 3.416374e+03Iteration     2 | Cost: 7.327235e+02Iteration     3 | Cost: 7.121349e+02Iteration     4 | Cost: 6.973251e+02Iteration     5 | Cost: 6.961180e+02Iteration     6 | Cost: 6.943397e+02Iteration     7 | Cost: 6.939046e+02Iteration     8 | Cost: 6.938245e+02Iteration     9 | Cost: 6.937751e+02Iteration    10 | Cost: 6.937694e+02Iteration    11 | Cost: 6.937343e+02Iteration    12 | Cost: 6.937251e+02Iteration    13 | Cost: 6.937221e+02Iteration    14 | Cost: 6.937156e+02Iteration    15 | Cost: 6.937145e+02Iteration    16 | Cost: 6.937141e+02Iteration    17 | Cost: 6.937139e+02Iteration    18 | Cost: 6.937139e+02Iteration    19 | Cost: 6.937139e+02Iteration    20 | Cost: 6.937139e+02Iteration    21 | Cost: 6.937139e+02Iteration    22 | Cost: 6.937139e+02Iteration    23 | Cost: 6.937139e+02Iteration    24 | Cost: 6.937139e+02Iteration    25 | Cost: 6.937139e+02Iteration    26 | Cost: 6.937139e+02Iteration    27 | Cost: 6.937139e+02Iteration    28 | Cost: 6.937139e+02Iteration    29 | Cost: 6.937139e+02Iteration    30 | Cost: 6.937139e+02Iteration    31 | Cost: 6.937139e+02Iteration    32 | Cost: 6.937139e+02Iteration    33 | Cost: 6.937139e+02Iteration    34 | Cost: 6.937139e+02Iteration    35 | Cost: 6.937139e+02Iteration    36 | Cost: 6.937139e+02Iteration    37 | Cost: 6.937139e+02Iteration    38 | Cost: 6.937139e+02Iteration    39 | Cost: 6.937139e+02Iteration    40 | Cost: 6.937139e+02Iteration    41 | Cost: 6.937139e+02Iteration    42 | Cost: 6.937139e+02
Iteration     1 | Cost: 3.482510e+03Iteration     2 | Cost: 7.429026e+02Iteration     3 | Cost: 7.172524e+02Iteration     4 | Cost: 7.025833e+02Iteration     5 | Cost: 7.016816e+02Iteration     6 | Cost: 6.962155e+02Iteration     7 | Cost: 6.959150e+02Iteration     8 | Cost: 6.958986e+02Iteration     9 | Cost: 6.957296e+02Iteration    10 | Cost: 6.957190e+02Iteration    11 | Cost: 6.957037e+02Iteration    12 | Cost: 6.956959e+02Iteration    13 | Cost: 6.956959e+02Iteration    14 | Cost: 6.956913e+02Iteration    15 | Cost: 6.956875e+02Iteration    16 | Cost: 6.956846e+02Iteration    17 | Cost: 6.956839e+02Iteration    18 | Cost: 6.956835e+02Iteration    19 | Cost: 6.956834e+02Iteration    20 | Cost: 6.956834e+02Iteration    21 | Cost: 6.956834e+02Iteration    22 | Cost: 6.956834e+02Iteration    23 | Cost: 6.956834e+02Iteration    24 | Cost: 6.956834e+02Iteration    25 | Cost: 6.956834e+02Iteration    26 | Cost: 6.956834e+02Iteration    27 | Cost: 6.956834e+02Iteration    28 | Cost: 6.956834e+02Iteration    29 | Cost: 6.956834e+02Iteration    30 | Cost: 6.956834e+02Iteration    31 | Cost: 6.956834e+02Iteration    32 | Cost: 6.956834e+02Iteration    33 | Cost: 6.956834e+02Iteration    34 | Cost: 6.956834e+02Iteration    35 | Cost: 6.956834e+02Iteration    36 | Cost: 6.956834e+02Iteration    37 | Cost: 6.956834e+02Iteration    38 | Cost: 6.956834e+02Iteration    39 | Cost: 6.956834e+02Iteration    40 | Cost: 6.956834e+02Iteration    41 | Cost: 6.956834e+02Iteration    42 | Cost: 6.956834e+02
Iteration     1 | Cost: 3.455733e+03Iteration     2 | Cost: 7.386647e+02Iteration     3 | Cost: 7.156784e+02Iteration     4 | Cost: 7.024375e+02Iteration     5 | Cost: 7.015708e+02Iteration     6 | Cost: 6.977725e+02Iteration     7 | Cost: 6.967428e+02Iteration     8 | Cost: 6.964888e+02Iteration     9 | Cost: 6.963772e+02Iteration    10 | Cost: 6.963109e+02Iteration    11 | Cost: 6.962944e+02Iteration    12 | Cost: 6.962784e+02Iteration    13 | Cost: 6.962752e+02Iteration    14 | Cost: 6.962746e+02Iteration    15 | Cost: 6.962738e+02Iteration    16 | Cost: 6.962738e+02Iteration    17 | Cost: 6.962736e+02Iteration    18 | Cost: 6.962735e+02Iteration    19 | Cost: 6.962734e+02Iteration    20 | Cost: 6.962734e+02Iteration    21 | Cost: 6.962734e+02Iteration    22 | Cost: 6.962733e+02Iteration    23 | Cost: 6.962733e+02Iteration    24 | Cost: 6.962733e+02Iteration    25 | Cost: 6.962733e+02Iteration    26 | Cost: 6.962733e+02Iteration    27 | Cost: 6.962733e+02Iteration    28 | Cost: 6.962733e+02Iteration    29 | Cost: 6.962733e+02Iteration    30 | Cost: 6.962733e+02Iteration    31 | Cost: 6.962733e+02Iteration    32 | Cost: 6.962733e+02Iteration    33 | Cost: 6.962733e+02Iteration    34 | Cost: 6.962733e+02Iteration    35 | Cost: 6.962733e+02Iteration    36 | Cost: 6.962733e+02Iteration    37 | Cost: 6.962733e+02Iteration    38 | Cost: 6.962733e+02Iteration    39 | Cost: 6.962733e+02Iteration    40 | Cost: 6.962733e+02Iteration    41 | Cost: 6.962733e+02Iteration    42 | Cost: 6.962733e+02Iteration    43 | Cost: 6.962733e+02Iteration    44 | Cost: 6.962733e+02Iteration    45 | Cost: 6.962733e+02Iteration    46 | Cost: 6.962733e+02Iteration    47 | Cost: 6.962733e+02Iteration    48 | Cost: 6.962733e+02
Iteration     1 | Cost: 3.444928e+03Iteration     2 | Cost: 7.353540e+02Iteration     3 | Cost: 7.134470e+02Iteration     4 | Cost: 7.013293e+02Iteration     5 | Cost: 7.005018e+02Iteration     6 | Cost: 6.968031e+02Iteration     7 | Cost: 6.955364e+02Iteration     8 | Cost: 6.953034e+02Iteration     9 | Cost: 6.952205e+02Iteration    10 | Cost: 6.951165e+02Iteration    11 | Cost: 6.951040e+02Iteration    12 | Cost: 6.950908e+02Iteration    13 | Cost: 6.950833e+02Iteration    14 | Cost: 6.950811e+02Iteration    15 | Cost: 6.950778e+02Iteration    16 | Cost: 6.950752e+02Iteration    17 | Cost: 6.950750e+02Iteration    18 | Cost: 6.950743e+02Iteration    19 | Cost: 6.950739e+02Iteration    20 | Cost: 6.950738e+02Iteration    21 | Cost: 6.950738e+02Iteration    22 | Cost: 6.950738e+02Iteration    23 | Cost: 6.950737e+02Iteration    24 | Cost: 6.950737e+02Iteration    25 | Cost: 6.950737e+02Iteration    26 | Cost: 6.950737e+02Iteration    27 | Cost: 6.950737e+02Iteration    28 | Cost: 6.950737e+02Iteration    29 | Cost: 6.950737e+02Iteration    30 | Cost: 6.950737e+02Iteration    31 | Cost: 6.950737e+02Iteration    32 | Cost: 6.950737e+02Iteration    33 | Cost: 6.950737e+02Iteration    34 | Cost: 6.950737e+02Iteration    35 | Cost: 6.950737e+02Iteration    36 | Cost: 6.950737e+02Iteration    37 | Cost: 6.950737e+02Iteration    38 | Cost: 6.950737e+02Iteration    39 | Cost: 6.950737e+02Iteration    40 | Cost: 6.950737e+02Iteration    41 | Cost: 6.950737e+02Iteration    42 | Cost: 6.950737e+02Iteration    43 | Cost: 6.950737e+02Iteration    44 | Cost: 6.950737e+02Iteration    45 | Cost: 6.950737e+02Iteration    46 | Cost: 6.950737e+02Iteration    47 | Cost: 6.950737e+02Iteration    48 | Cost: 6.950737e+02Iteration    50 | Cost: 6.950737e+02
Iteration     1 | Cost: 3.662100e+03Iteration     2 | Cost: 8.050542e+02Iteration     3 | Cost: 7.531436e+02Iteration     4 | Cost: 7.372327e+02Iteration     5 | Cost: 7.286557e+02Iteration     6 | Cost: 7.273934e+02Iteration     7 | Cost: 7.255919e+02Iteration     8 | Cost: 7.253323e+02Iteration     9 | Cost: 7.250096e+02Iteration    10 | Cost: 7.247594e+02Iteration    11 | Cost: 7.246600e+02Iteration    12 | Cost: 7.245244e+02Iteration    13 | Cost: 7.244980e+02Iteration    14 | Cost: 7.244594e+02Iteration    15 | Cost: 7.244559e+02Iteration    16 | Cost: 7.244282e+02Iteration    17 | Cost: 7.244191e+02Iteration    18 | Cost: 7.244137e+02Iteration    19 | Cost: 7.244133e+02Iteration    20 | Cost: 7.244131e+02Iteration    21 | Cost: 7.244130e+02Iteration    22 | Cost: 7.244130e+02Iteration    23 | Cost: 7.244130e+02Iteration    24 | Cost: 7.244130e+02Iteration    25 | Cost: 7.244130e+02Iteration    26 | Cost: 7.244130e+02Iteration    27 | Cost: 7.244130e+02Iteration    28 | Cost: 7.244130e+02Iteration    29 | Cost: 7.244130e+02Iteration    30 | Cost: 7.244130e+02Iteration    31 | Cost: 7.244130e+02Iteration    32 | Cost: 7.244130e+02Iteration    33 | Cost: 7.244130e+02Iteration    34 | Cost: 7.244130e+02Iteration    35 | Cost: 7.244130e+02Iteration    36 | Cost: 7.244130e+02Iteration    37 | Cost: 7.244130e+02Iteration    38 | Cost: 7.244130e+02Iteration    39 | Cost: 7.244130e+02Iteration    40 | Cost: 7.244130e+02Iteration    41 | Cost: 7.244130e+02Iteration    42 | Cost: 7.244130e+02Iteration    43 | Cost: 7.244130e+02Iteration    44 | Cost: 7.244130e+02Iteration    45 | Cost: 7.244130e+02Iteration    46 | Cost: 7.244130e+02Iteration    48 | Cost: 7.244130e+02
Iteration     1 | Cost: 3.653681e+03Iteration     2 | Cost: 7.918982e+02Iteration     3 | Cost: 7.505084e+02Iteration     4 | Cost: 7.356407e+02Iteration     5 | Cost: 7.275732e+02Iteration     6 | Cost: 7.260893e+02Iteration     7 | Cost: 7.241047e+02Iteration     8 | Cost: 7.236503e+02Iteration     9 | Cost: 7.234083e+02Iteration    10 | Cost: 7.231663e+02Iteration    11 | Cost: 7.230587e+02Iteration    12 | Cost: 7.229582e+02Iteration    13 | Cost: 7.229355e+02Iteration    14 | Cost: 7.229295e+02Iteration    15 | Cost: 7.229229e+02Iteration    16 | Cost: 7.229198e+02Iteration    17 | Cost: 7.229197e+02Iteration    18 | Cost: 7.229194e+02Iteration    19 | Cost: 7.229194e+02Iteration    20 | Cost: 7.229193e+02Iteration    21 | Cost: 7.229192e+02Iteration    22 | Cost: 7.229192e+02Iteration    23 | Cost: 7.229191e+02Iteration    24 | Cost: 7.229191e+02Iteration    25 | Cost: 7.229191e+02Iteration    26 | Cost: 7.229191e+02Iteration    27 | Cost: 7.229191e+02Iteration    28 | Cost: 7.229191e+02Iteration    29 | Cost: 7.229191e+02Iteration    30 | Cost: 7.229191e+02Iteration    31 | Cost: 7.229191e+02Iteration    32 | Cost: 7.229191e+02Iteration    33 | Cost: 7.229191e+02Iteration    34 | Cost: 7.229191e+02Iteration    35 | Cost: 7.229191e+02Iteration    36 | Cost: 7.229191e+02Iteration    37 | Cost: 7.229191e+02Iteration    38 | Cost: 7.229191e+02Iteration    39 | Cost: 7.229191e+02Iteration    40 | Cost: 7.229191e+02Iteration    41 | Cost: 7.229191e+02Iteration    42 | Cost: 7.229191e+02Iteration    43 | Cost: 7.229191e+02Iteration    44 | Cost: 7.229191e+02Iteration    45 | Cost: 7.229191e+02
Iteration     1 | Cost: 3.644436e+03Iteration     2 | Cost: 7.795259e+02Iteration     3 | Cost: 7.474245e+02Iteration     4 | Cost: 7.336218e+02Iteration     5 | Cost: 7.260277e+02Iteration     6 | Cost: 7.243160e+02Iteration     7 | Cost: 7.221795e+02Iteration     8 | Cost: 7.214746e+02Iteration     9 | Cost: 7.213304e+02Iteration    10 | Cost: 7.211460e+02Iteration    11 | Cost: 7.211033e+02Iteration    12 | Cost: 7.210492e+02Iteration    13 | Cost: 7.210194e+02Iteration    14 | Cost: 7.210079e+02Iteration    15 | Cost: 7.209801e+02Iteration    16 | Cost: 7.209759e+02Iteration    17 | Cost: 7.209703e+02Iteration    18 | Cost: 7.209699e+02Iteration    19 | Cost: 7.209685e+02Iteration    20 | Cost: 7.209673e+02Iteration    21 | Cost: 7.209658e+02Iteration    22 | Cost: 7.209656e+02Iteration    23 | Cost: 7.209655e+02Iteration    24 | Cost: 7.209655e+02Iteration    25 | Cost: 7.209654e+02Iteration    26 | Cost: 7.209654e+02Iteration    27 | Cost: 7.209654e+02Iteration    28 | Cost: 7.209654e+02Iteration    29 | Cost: 7.209654e+02Iteration    30 | Cost: 7.209654e+02Iteration    31 | Cost: 7.209654e+02Iteration    32 | Cost: 7.209654e+02Iteration    33 | Cost: 7.209654e+02Iteration    34 | Cost: 7.209654e+02Iteration    35 | Cost: 7.209654e+02Iteration    36 | Cost: 7.209654e+02Iteration    37 | Cost: 7.209654e+02Iteration    38 | Cost: 7.209654e+02Iteration    39 | Cost: 7.209654e+02Iteration    40 | Cost: 7.209654e+02Iteration    41 | Cost: 7.209654e+02Iteration    42 | Cost: 7.209654e+02Iteration    43 | Cost: 7.209654e+02Iteration    44 | Cost: 7.209654e+02Iteration    45 | Cost: 7.209654e+02Iteration    46 | Cost: 7.209654e+02Iteration    47 | Cost: 7.209654e+02Iteration    48 | Cost: 7.209654e+02Iteration    49 | Cost: 7.209654e+02Iteration    50 | Cost: 7.209654e+02Iteration    51 | Cost: 7.209654e+02Iteration    52 | Cost: 7.209654e+02
Iteration     1 | Cost: 3.634261e+03Iteration     2 | Cost: 7.681016e+02Iteration     3 | Cost: 7.446876e+02Iteration     4 | Cost: 7.348031e+02Iteration     5 | Cost: 7.304897e+02Iteration     6 | Cost: 7.256171e+02Iteration     7 | Cost: 7.212784e+02Iteration     8 | Cost: 7.199394e+02Iteration     9 | Cost: 7.188805e+02Iteration    10 | Cost: 7.187468e+02Iteration    11 | Cost: 7.186483e+02Iteration    12 | Cost: 7.186223e+02Iteration    13 | Cost: 7.185987e+02Iteration    14 | Cost: 7.185785e+02Iteration    15 | Cost: 7.185620e+02Iteration    16 | Cost: 7.185527e+02Iteration    17 | Cost: 7.185508e+02Iteration    18 | Cost: 7.185501e+02Iteration    19 | Cost: 7.185496e+02Iteration    20 | Cost: 7.185494e+02Iteration    21 | Cost: 7.185493e+02Iteration    22 | Cost: 7.185493e+02Iteration    23 | Cost: 7.185493e+02Iteration    24 | Cost: 7.185493e+02Iteration    25 | Cost: 7.185493e+02Iteration    26 | Cost: 7.185493e+02Iteration    27 | Cost: 7.185493e+02Iteration    28 | Cost: 7.185493e+02Iteration    29 | Cost: 7.185493e+02Iteration    30 | Cost: 7.185493e+02Iteration    31 | Cost: 7.185493e+02Iteration    32 | Cost: 7.185493e+02Iteration    33 | Cost: 7.185493e+02Iteration    34 | Cost: 7.185493e+02Iteration    35 | Cost: 7.185493e+02Iteration    36 | Cost: 7.185493e+02Iteration    37 | Cost: 7.185493e+02Iteration    38 | Cost: 7.185493e+02Iteration    39 | Cost: 7.185493e+02Iteration    40 | Cost: 7.185493e+02Iteration    41 | Cost: 7.185493e+02Iteration    42 | Cost: 7.185493e+02Iteration    43 | Cost: 7.185493e+02Iteration    44 | Cost: 7.185493e+02Iteration    45 | Cost: 7.185493e+02Iteration    46 | Cost: 7.185493e+02Iteration    47 | Cost: 7.185493e+02Iteration    48 | Cost: 7.185493e+02Iteration    49 | Cost: 7.185493e+02

Training Linear Regression with Regularization (lambda = 0)

lambda = 0;
[theta] = trainLinearReg(Xtrain, ytrain, lambda);

Iteration     1 | Cost: 3.471433e+03Iteration     2 | Cost: 5.853103e+02Iteration     3 | Cost: 5.471040e+02Iteration     4 | Cost: 5.334098e+02Iteration     5 | Cost: 5.199742e+02Iteration     6 | Cost: 5.168386e+02Iteration     7 | Cost: 5.064086e+02Iteration     8 | Cost: 5.035253e+02Iteration     9 | Cost: 5.025192e+02Iteration    10 | Cost: 5.018641e+02Iteration    11 | Cost: 5.014808e+02Iteration    12 | Cost: 5.014520e+02Iteration    13 | Cost: 5.014327e+02Iteration    14 | Cost: 5.014064e+02Iteration    15 | Cost: 5.013769e+02Iteration    16 | Cost: 5.013625e+02Iteration    17 | Cost: 5.013535e+02Iteration    18 | Cost: 5.013532e+02Iteration    19 | Cost: 5.013501e+02Iteration    20 | Cost: 5.013486e+02Iteration    21 | Cost: 5.013478e+02Iteration    22 | Cost: 5.013445e+02Iteration    23 | Cost: 5.013442e+02Iteration    24 | Cost: 5.013439e+02Iteration    25 | Cost: 5.013438e+02Iteration    26 | Cost: 5.013436e+02Iteration    27 | Cost: 5.013430e+02Iteration    28 | Cost: 5.013429e+02Iteration    29 | Cost: 5.013428e+02Iteration    30 | Cost: 5.013428e+02Iteration    31 | Cost: 5.013428e+02Iteration    32 | Cost: 5.013428e+02Iteration    33 | Cost: 5.013428e+02Iteration    34 | Cost: 5.013428e+02Iteration    35 | Cost: 5.013428e+02Iteration    36 | Cost: 5.013428e+02Iteration    37 | Cost: 5.013427e+02Iteration    38 | Cost: 5.013427e+02Iteration    39 | Cost: 5.013427e+02Iteration    40 | Cost: 5.013427e+02Iteration    41 | Cost: 5.013427e+02Iteration    42 | Cost: 5.013427e+02Iteration    43 | Cost: 5.013427e+02Iteration    44 | Cost: 5.013427e+02Iteration    45 | Cost: 5.013427e+02Iteration    46 | Cost: 5.013427e+02Iteration    47 | Cost: 5.013427e+02Iteration    48 | Cost: 5.013427e+02Iteration    49 | Cost: 5.013427e+02Iteration    50 | Cost: 5.013427e+02Iteration    51 | Cost: 5.013427e+02Iteration    52 | Cost: 5.013427e+02Iteration    53 | Cost: 5.013427e+02Iteration    54 | Cost: 5.013427e+02Iteration    55 | Cost: 5.013427e+02Iteration    56 | Cost: 5.013427e+02Iteration    57 | Cost: 5.013427e+02Iteration    58 | Cost: 5.013427e+02Iteration    59 | Cost: 5.013427e+02Iteration    60 | Cost: 5.013427e+02Iteration    61 | Cost: 5.013427e+02Iteration    62 | Cost: 5.013427e+02Iteration    63 | Cost: 5.013427e+02Iteration    64 | Cost: 5.013427e+02Iteration    65 | Cost: 5.013427e+02Iteration    66 | Cost: 5.013427e+02Iteration    67 | Cost: 5.013427e+02

Training accuracy of our algorithm using linear regression

% Applying learnt parameters on test data
pricetr = Xtrain * theta;

% Showing algorithm accuracy
errortr = abs(pricetr - ytrain) ./ ytrain;
accuracytr = 100 - (mean(errortr) * 100);
fprintf('Training accuracy on training set: %f\n', accuracytr);

Training accuracy on training set: 66.909987

Cross Validation Accuracy of our algorithm

% Applying learnt parameters on test data
pricecv = Xval * theta;

% Showing algorithm accuracy
errorcv = abs(pricecv - yval) ./ yval;
accuracycv = 100 - (mean(errorcv) * 100);
fprintf('Cross Validation accuracy on cross validation set: %f\n', accuracycv);

Cross Validation accuracy on cross validation set: 59.471658

Testing our learnt algorithm using linear regression

% Applying learnt parameters on test data
pricete = Xtest * theta;

% Showing algorithm accuracy
errorte = abs(pricete - ytest) ./ ytest;
accuracyte = 100 - (mean(errorte) * 100);
fprintf('Testing accuracy on test set: %f\n\n', accuracyte);

Testing accuracy on test set: 67.945089

Training Linear Regression with Regularization (lambda = 1)

lambda = 1;
[theta1] = trainLinearReg(Xtrain, ytrain, lambda);

Iteration     1 | Cost: 3.487715e+03Iteration     2 | Cost: 6.037704e+02Iteration     3 | Cost: 5.672952e+02Iteration     4 | Cost: 5.538881e+02Iteration     5 | Cost: 5.413123e+02Iteration     6 | Cost: 5.386199e+02Iteration     7 | Cost: 5.298725e+02Iteration     8 | Cost: 5.279660e+02Iteration     9 | Cost: 5.270512e+02Iteration    10 | Cost: 5.262068e+02Iteration    11 | Cost: 5.260553e+02Iteration    12 | Cost: 5.258927e+02Iteration    13 | Cost: 5.258811e+02Iteration    14 | Cost: 5.258724e+02Iteration    15 | Cost: 5.258637e+02Iteration    16 | Cost: 5.258572e+02Iteration    17 | Cost: 5.258552e+02Iteration    18 | Cost: 5.258479e+02Iteration    19 | Cost: 5.258469e+02Iteration    20 | Cost: 5.258455e+02Iteration    21 | Cost: 5.258452e+02Iteration    22 | Cost: 5.258445e+02Iteration    23 | Cost: 5.258436e+02Iteration    24 | Cost: 5.258434e+02Iteration    25 | Cost: 5.258433e+02Iteration    26 | Cost: 5.258432e+02Iteration    27 | Cost: 5.258431e+02Iteration    28 | Cost: 5.258431e+02Iteration    29 | Cost: 5.258431e+02Iteration    30 | Cost: 5.258431e+02Iteration    31 | Cost: 5.258430e+02Iteration    32 | Cost: 5.258430e+02Iteration    33 | Cost: 5.258430e+02Iteration    34 | Cost: 5.258430e+02Iteration    35 | Cost: 5.258430e+02Iteration    36 | Cost: 5.258430e+02Iteration    37 | Cost: 5.258430e+02Iteration    38 | Cost: 5.258430e+02Iteration    39 | Cost: 5.258430e+02Iteration    40 | Cost: 5.258430e+02Iteration    41 | Cost: 5.258430e+02Iteration    42 | Cost: 5.258430e+02Iteration    43 | Cost: 5.258430e+02Iteration    44 | Cost: 5.258430e+02Iteration    45 | Cost: 5.258430e+02Iteration    46 | Cost: 5.258430e+02Iteration    47 | Cost: 5.258430e+02Iteration    48 | Cost: 5.258430e+02Iteration    49 | Cost: 5.258430e+02Iteration    50 | Cost: 5.258430e+02Iteration    51 | Cost: 5.258430e+02Iteration    52 | Cost: 5.258430e+02Iteration    53 | Cost: 5.258430e+02Iteration    54 | Cost: 5.258430e+02Iteration    55 | Cost: 5.258430e+02Iteration    56 | Cost: 5.258430e+02Iteration    57 | Cost: 5.258430e+02Iteration    58 | Cost: 5.258430e+02Iteration    59 | Cost: 5.258430e+02Iteration    61 | Cost: 5.258430e+02

Training accuracy of our algorithm using linear regression

fprintf('lambda = 1\n');
% Applying learnt parameters on test data
pricetr = Xtrain * theta1;

% Showing algorithm accuracy
errortr = abs(pricetr - ytrain) ./ ytrain;
accuracytr = 100 - (mean(errortr) * 100);
fprintf('Training accuracy on training set: %f\n', accuracytr);

lambda = 1
Training accuracy on training set: 67.069495

Cross Validation Accuracy of our algorithm

%disp(size(Xtest));
pricecv = Xval * theta1;

% Showing algorithm accuracy
errorcv = abs(pricecv - yval) ./ yval;
accuracycv = 100 - (mean(errorcv) * 100);
fprintf('Cross Validation accuracy on cross validation set: %f\n', accuracycv);

Cross Validation accuracy on cross validation set: 59.232415

Testing our learnt algorithm using linear regression

% Applying learnt parameters on test data
pricete = Xtest * theta1;

% Showing algorithm accuracy
errorte = abs(pricete - ytest) ./ ytest;
accuracyte = 100 - (mean(errorte) * 100);
fprintf('Testing accuracy on test set: %f\n\n', accuracyte);

Testing accuracy on test set: 67.612660

Training Linear Regression with Regularization (lambda = 2)

lambda = 2;
[theta2] = trainLinearReg(Xtrain, ytrain, lambda);

Iteration     1 | Cost: 3.503998e+03Iteration     2 | Cost: 6.221845e+02Iteration     3 | Cost: 5.873729e+02Iteration     4 | Cost: 5.741926e+02Iteration     5 | Cost: 5.624771e+02Iteration     6 | Cost: 5.601256e+02Iteration     7 | Cost: 5.527258e+02Iteration     8 | Cost: 5.513079e+02Iteration     9 | Cost: 5.503703e+02Iteration    10 | Cost: 5.502209e+02Iteration    11 | Cost: 5.496544e+02Iteration    12 | Cost: 5.495536e+02Iteration    13 | Cost: 5.494134e+02Iteration    14 | Cost: 5.494085e+02Iteration    15 | Cost: 5.493581e+02Iteration    16 | Cost: 5.493526e+02Iteration    17 | Cost: 5.493397e+02Iteration    18 | Cost: 5.493381e+02Iteration    19 | Cost: 5.493361e+02Iteration    20 | Cost: 5.493349e+02Iteration    21 | Cost: 5.493344e+02Iteration    22 | Cost: 5.493341e+02Iteration    23 | Cost: 5.493340e+02Iteration    24 | Cost: 5.493340e+02Iteration    25 | Cost: 5.493339e+02Iteration    26 | Cost: 5.493338e+02Iteration    27 | Cost: 5.493338e+02Iteration    28 | Cost: 5.493338e+02Iteration    29 | Cost: 5.493338e+02Iteration    30 | Cost: 5.493338e+02Iteration    31 | Cost: 5.493338e+02Iteration    32 | Cost: 5.493338e+02Iteration    33 | Cost: 5.493338e+02Iteration    34 | Cost: 5.493338e+02Iteration    35 | Cost: 5.493338e+02Iteration    36 | Cost: 5.493338e+02Iteration    37 | Cost: 5.493338e+02Iteration    38 | Cost: 5.493338e+02Iteration    39 | Cost: 5.493338e+02Iteration    40 | Cost: 5.493338e+02Iteration    41 | Cost: 5.493338e+02Iteration    42 | Cost: 5.493338e+02Iteration    43 | Cost: 5.493338e+02Iteration    44 | Cost: 5.493338e+02Iteration    45 | Cost: 5.493338e+02Iteration    46 | Cost: 5.493338e+02Iteration    47 | Cost: 5.493338e+02Iteration    48 | Cost: 5.493338e+02Iteration    49 | Cost: 5.493338e+02Iteration    50 | Cost: 5.493338e+02Iteration    51 | Cost: 5.493338e+02Iteration    52 | Cost: 5.493338e+02Iteration    53 | Cost: 5.493338e+02Iteration    54 | Cost: 5.493338e+02Iteration    55 | Cost: 5.493338e+02Iteration    56 | Cost: 5.493338e+02

Training accuracy of our algorithm using linear regression

fprintf('lambda = 2\n');
% Applying learnt parameters on test data
pricetr = Xtrain * theta2;

% Showing algorithm accuracy
errortr = abs(pricetr - ytrain) ./ ytrain;
accuracytr = 100 - (mean(errortr) * 100);
fprintf('Training accuracy on training set: %f\n', accuracytr);

lambda = 2
Training accuracy on training set: 67.235646

Cross Validation Accuracy of our algorithm

pricecv = Xval * theta2;

% Showing algorithm accuracy
errorcv = abs(pricecv - yval) ./ yval;
accuracycv = 100 - (mean(errorcv) * 100);
fprintf('Cross Validation accuracy on cross validation set: %f\n', accuracycv);

Cross Validation accuracy on cross validation set: 59.021001

Testing our learnt algorithm using linear regression

% Applying learnt parameters on test data
pricete = Xtest * theta2;

% Showing algorithm accuracy
errorte = abs(pricete - ytest) ./ ytest;
accuracyte = 100 - (mean(errorte) * 100);
fprintf('Testing accuracy on test set: %f\n\n', accuracyte);

Testing accuracy on test set: 67.268776

Training Linear Regression with Regularization (lambda = 2.5)

lambda = 2.5;
[theta3] = trainLinearReg(Xtrain, ytrain, lambda);

Iteration     1 | Cost: 3.512140e+03Iteration     2 | Cost: 6.313750e+02Iteration     3 | Cost: 5.973692e+02Iteration     4 | Cost: 5.842820e+02Iteration     5 | Cost: 5.730030e+02Iteration     6 | Cost: 5.707975e+02Iteration     7 | Cost: 5.639288e+02Iteration     8 | Cost: 5.626365e+02Iteration     9 | Cost: 5.616463e+02Iteration    10 | Cost: 5.613804e+02Iteration    11 | Cost: 5.610374e+02Iteration    12 | Cost: 5.609224e+02Iteration    13 | Cost: 5.608288e+02Iteration    14 | Cost: 5.608073e+02Iteration    15 | Cost: 5.608012e+02Iteration    16 | Cost: 5.607873e+02Iteration    17 | Cost: 5.607827e+02Iteration    18 | Cost: 5.607814e+02Iteration    19 | Cost: 5.607796e+02Iteration    20 | Cost: 5.607794e+02Iteration    21 | Cost: 5.607792e+02Iteration    22 | Cost: 5.607789e+02Iteration    23 | Cost: 5.607788e+02Iteration    24 | Cost: 5.607786e+02Iteration    25 | Cost: 5.607786e+02Iteration    26 | Cost: 5.607785e+02Iteration    27 | Cost: 5.607785e+02Iteration    28 | Cost: 5.607785e+02Iteration    29 | Cost: 5.607785e+02Iteration    30 | Cost: 5.607785e+02Iteration    31 | Cost: 5.607785e+02Iteration    32 | Cost: 5.607785e+02Iteration    33 | Cost: 5.607785e+02Iteration    34 | Cost: 5.607785e+02Iteration    35 | Cost: 5.607785e+02Iteration    36 | Cost: 5.607785e+02Iteration    37 | Cost: 5.607785e+02Iteration    38 | Cost: 5.607785e+02Iteration    39 | Cost: 5.607785e+02Iteration    40 | Cost: 5.607785e+02Iteration    41 | Cost: 5.607785e+02Iteration    42 | Cost: 5.607785e+02Iteration    43 | Cost: 5.607785e+02Iteration    44 | Cost: 5.607785e+02Iteration    45 | Cost: 5.607785e+02Iteration    46 | Cost: 5.607785e+02Iteration    47 | Cost: 5.607785e+02Iteration    48 | Cost: 5.607785e+02Iteration    49 | Cost: 5.607785e+02Iteration    50 | Cost: 5.607785e+02

Training accuracy of our algorithm using linear regression

fprintf('lambda = 2.5\n');
% Applying learnt parameters on test data
pricetr = Xtrain * theta3;

% Showing algorithm accuracy
errortr = abs(pricetr - ytrain) ./ ytrain;
accuracytr = 100 - (mean(errortr) * 100);
fprintf('Training accuracy on training set: %f\n', accuracytr);

lambda = 2.5
Training accuracy on training set: 67.326251

Cross Validation Accuracy of our algorithm

%disp(size(Xtest));
pricecv = Xval * theta3;

% Showing algorithm accuracy
errorcv = abs(pricecv - yval) ./ yval;
accuracycv = 100 - (mean(errorcv) * 100);
fprintf('Cross Validation accuracy on cross validation set: %f\n', accuracycv);

Cross Validation accuracy on cross validation set: 58.909787

Testing our learnt algorithm using linear regression

% Applying learnt parameters on test data
pricete = Xtest * theta3;

% Showing algorithm accuracy
errorte = abs(pricete - ytest) ./ ytest;
accuracyte = 100 - (mean(errorte) * 100);
fprintf('Testing accuracy on test set: %f\n\n', accuracyte);

Testing accuracy on test set: 67.139335

Linear Regression with Regularization

Contents

Clearing and closing the figures

Loading data set and visualizing it

Creating training and testing datasets for the learning algorithm

Learning Curves (lambda = 0)

Learning Curves (lambda = 1)

Learning Curves (lambda = 2)

Learning Curves (lambda = 3)

Validation Curve

Training Linear Regression with Regularization (lambda = 0)

Training accuracy of our algorithm using linear regression

Cross Validation Accuracy of our algorithm

Testing our learnt algorithm using linear regression

Training Linear Regression with Regularization (lambda = 1)

Training accuracy of our algorithm using linear regression

Cross Validation Accuracy of our algorithm

Testing our learnt algorithm using linear regression

Training Linear Regression with Regularization (lambda = 2)

Training accuracy of our algorithm using linear regression

Cross Validation Accuracy of our algorithm

Testing our learnt algorithm using linear regression

Training Linear Regression with Regularization (lambda = 2.5)

Training accuracy of our algorithm using linear regression

Cross Validation Accuracy of our algorithm

Testing our learnt algorithm using linear regression